From 02b337fce9feab772dfadd3cca1014ea9ea77988 Mon Sep 17 00:00:00 2001
From: ihawryluk <ihawryluk@users.noreply.github.com>
Date: Fri, 14 Jun 2024 13:22:18 +0000
Subject: [PATCH] deploy:
 MLGlobalHealth/starter-hugo-research-group@04207fdf9351a96fc59abb48469f867c51f9818f

---
 author/victoria-cox/index.html           |  2 +-
 index.json                               |  2 +-
 people/index.html                        |  2 +-
 publication-type/2/index.html            |  2 +-
 publication-type/2/page/2/index.html     |  2 +-
 publication-type/2/page/3/index.html     |  4 ++--
 publication-type/2/page/4/index.html     |  2 +-
 publication-type/6/index.html            |  2 +-
 publication/brizzi-2022-may/index.html   |  2 +-
 publication/flaxman-2020/index.html      |  2 +-
 publication/hawryluk-2021-dec/index.html |  2 +-
 publication/hogan-2020-sep/index.html    |  2 +-
 publication/index.html                   | 12 ++++++------
 publication/monodeabe-8372/index.html    |  2 +-
 publication/unwin-2020-dec/index.html    |  2 +-
 15 files changed, 21 insertions(+), 21 deletions(-)
diff --git a/author/victoria-cox/index.html b/author/victoria-cox/index.html
index 84fcb9e3b..6985f007a 100644
--- a/author/victoria-cox/index.html
+++ b/author/victoria-cox/index.html
@@ -1,5 +1,5 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content="Machine Learning & Global Health Network spanning across institutes in London, Oxford, Bristol, Copenhagen, Kaiserslautern, and Singapore, founded in 2022."><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/author/victoria-cox/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=alternate href=/author/victoria-cox/index.xml type=application/rss+xml title=MLGH><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/author/victoria-cox/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/author/victoria-cox/"><meta property="og:title" content="Victoria Cox | MLGH"><meta property="og:description" content="Machine Learning & Global Health Network spanning across institutes in London, Oxford, Bristol, Copenhagen, Kaiserslautern, and Singapore, founded in 2022."><meta property="og:image" content="https://mlglobalhealth.github.io/author/victoria-cox/avatar_hu7a90778c5dc96f963ceaad7ccad927a1_682220_270x270_fill_q75_lanczos_center.jpg"><meta property="twitter:image" content="https://mlglobalhealth.github.io/author/victoria-cox/avatar_hu7a90778c5dc96f963ceaad7ccad927a1_682220_270x270_fill_q75_lanczos_center.jpg"><meta property="og:locale" content="en-us"><title>Victoria Cox | MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper data-wc-page-id=e76a9d385fec9dfcdcf4f72d7bf6e2a3><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
-<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><section id=profile-page class=pt-5><div class=container><div class=row><div class="col-12 col-lg-4"><div id=profile><img class="avatar avatar-circle" width=270 height=270 src=/author/victoria-cox/avatar_hu7a90778c5dc96f963ceaad7ccad927a1_682220_270x270_fill_q75_lanczos_center.jpg alt="Victoria Cox"><div class=portrait-title><h2>Victoria Cox</h2><h3>PhD Student</h3><h3><a href=https://www.imperial.ac.uk/people/v.cox target=_blank rel=noopener><span>Imperial College London</span></a></h3></div><ul class=network-icon aria-hidden=true><li><a href=mailto:v.cox@imperial.ac.uk aria-label=envelope><i class="fas fa-envelope big-icon"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=rrZmTCUAAAAJ" target=_blank rel=noopener aria-label=google-scholar><i class="ai ai-google-scholar big-icon"></i></a></li><li><a href=https://github.com/Tori-Cox target=_blank rel=noopener aria-label=github><i class="fab fa-github big-icon"></i></a></li></ul></div></div><div class="col-12 col-lg-8"><div class=article-style><p>My research focuses on the impact of climate on the spread of arboviruses such as dengue, chikungunya, zika, and West Nile virus. I am interested in the seasonality and heterogeneity of arbovirus transmission across space and time, and the interplay between environment, climate, human and vector populations which drives this.</p></div><div class=row><div class=col-md-5><div class=section-subheading>Interests</div><ul class="ul-interests mb-0"><li>Infectious Disease Epidemiology</li><li>Bayesian statistics</li><li>Mosquitoes and vector-borne diseases</li><li>Climate change</li><li>Vaccination and immunity</li></ul></div><div class=col-md-7><div class=section-subheading>Education</div><ul class="ul-edu fa-ul mb-0"><li><i class="fa-li fas fa-graduation-cap"></i><div class=description><p class=course>PhD in Infectious Disease Epidemiology, 2024</p><p class=institution>Imperial College London, UK</p></div></li><li><i class="fa-li fas fa-graduation-cap"></i><div class=description><p class=course>MRes in Infectious Disease Epidemiology, 2020</p><p class=institution>Imperial College London, UK</p></div></li><li><i class="fa-li fas fa-graduation-cap"></i><div class=description><p class=course>MBiochem in Molecular and Cellular Biochemistry, 2018</p><p class=institution>University of Oxford, UK</p></div></li></ul></div></div></div></div></div></section></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
+<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><section id=profile-page class=pt-5><div class=container><div class=row><div class="col-12 col-lg-4"><div id=profile><img class="avatar avatar-circle" width=270 height=270 src=/author/victoria-cox/avatar_hu7a90778c5dc96f963ceaad7ccad927a1_682220_270x270_fill_q75_lanczos_center.jpg alt="Victoria Cox"><div class=portrait-title><h2>Victoria Cox</h2><h3>Technical Analyst</h3><h3><a href=https://www.imperial.ac.uk/people/v.cox target=_blank rel=noopener><span>Imperial College London</span></a></h3></div><ul class=network-icon aria-hidden=true><li><a href=mailto:v.cox@imperial.ac.uk aria-label=envelope><i class="fas fa-envelope big-icon"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=rrZmTCUAAAAJ" target=_blank rel=noopener aria-label=google-scholar><i class="ai ai-google-scholar big-icon"></i></a></li><li><a href=https://github.com/Tori-Cox target=_blank rel=noopener aria-label=github><i class="fab fa-github big-icon"></i></a></li></ul></div></div><div class="col-12 col-lg-8"><div class=article-style><p>I am interested in the seasonality and heterogeneity of infectious disease transmission across space and time, and the interplay between environment, land use, human behaviour, zoonotic animal reservoirs and vector populations which drives this. During my PhD my research focused on the impact of climate and environmental factors on the spread of arboviruses such as dengue, chikungunya, Zika, and West Nile virus. As part of the Modelling Translational Hub at Imperial, which provides academic modelling outputs to global health agencies and other stakeholders, my research interests centre around pandemic preparedness.</p></div><div class=row><div class=col-md-5><div class=section-subheading>Interests</div><ul class="ul-interests mb-0"><li>Infectious Disease Epidemiology</li><li>Bayesian statistics</li><li>Mosquitoes and vector-borne diseases</li><li>Climate change</li><li>Vaccination and immunity</li><li>Pandemic preparedness</li><li>Global health equity</li></ul></div><div class=col-md-7><div class=section-subheading>Education</div><ul class="ul-edu fa-ul mb-0"><li><i class="fa-li fas fa-graduation-cap"></i><div class=description><p class=course>PhD in Infectious Disease Epidemiology, 2024</p><p class=institution>Imperial College London, UK</p></div></li><li><i class="fa-li fas fa-graduation-cap"></i><div class=description><p class=course>MRes in Infectious Disease Epidemiology, 2020</p><p class=institution>Imperial College London, UK</p></div></li><li><i class="fa-li fas fa-graduation-cap"></i><div class=description><p class=course>MBiochem in Molecular and Cellular Biochemistry, 2018</p><p class=institution>University of Oxford, UK</p></div></li></ul></div></div></div></div></div></section></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-nc fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-nd fa-2x" aria-hidden=true></i></a></p><p class=powered-by>Published with <a href="https://wowchemy.com/?utm_campaign=poweredby" target=_blank rel=noopener>Wowchemy</a> — the free, <a href=https://github.com/wowchemy/wowchemy-hugo-themes target=_blank rel=noopener>open source</a> website builder that empowers creators.</p></footer></div></div><script src=/js/vendor-bundle.min.b4708d4364577c16ab7001b265a063a4.js></script><script src=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.js integrity crossorigin=anonymous></script><script id=search-hit-fuse-template type=text/x-template>
diff --git a/index.json b/index.json
index 940716bd3..890b81ab0 100644
--- a/index.json
+++ b/index.json
@@ -1 +1 @@
-[{"authors":["samir-bhatt"],"categories":null,"content":"Dr. Samir Bhatt is a Professor at the University of Copenhagen and Imperial College London, where his research team works at the interface of mathematics, biology and computer science. While undertaking a MPhil at the University of Cambridge and a DPhil at the University of Oxford, he developed methods to estimate the rate of molecular adaptation in viruses, and conducted the first study investigating the origins of the 2009 Swine Flu pandemic. Subsequent research explored spatial epidemiology, including the first study to quantify the global distribution and burden of Dengue disease and a study measuring the effect of interventions (such as bednets) on malaria prevalence and incidence across Sub-Saharan Africa. At Imperial College London, Dr. Bhatt expanded his research to include studying housing quality in sub-Saharan Africa, developing network infection models for malaria, mapping travel accessibility, large scale geostatistical methods, and outbreak methodology. Recently, Dr. Bhatt has been involved in research and advising on the COVID-19 pandemic. His group now focuses on mathematical, statistical and computer science tools to answer questions on human health and biology in general.\n","date":1664582400,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1666269699,"objectID":"f5a7233193af5e1fc50f651cb9be7deb","permalink":"https://mlglobalhealth.github.io/author/samir-bhatt/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/samir-bhatt/","section":"authors","summary":"Dr. Samir Bhatt is a Professor at the University of Copenhagen and Imperial College London, where his research team works at the interface of mathematics, biology and computer science. While undertaking a MPhil at the University of Cambridge and a DPhil at the University of Oxford, he developed methods to estimate the rate of molecular adaptation in viruses, and conducted the first study investigating the origins of the 2009 Swine Flu pandemic.","tags":null,"title":"Samir Bhatt","type":"authors"},{"authors":["seth-flaxman"],"categories":null,"content":"I am an associate professor at the University of Oxford in the Department of Computer Science and a tutorial fellow of Jesus College. My research is on scalable methods and flexible models for spatiotemporal statistics and Bayesian machine learning, applied to public policy and social science. I’ve worked on application areas that include public health, orphanhood, deep learning from satellite and street-level imagery, crime, voting patterns, filter bubbles / echo chambers in media, the big data paradox, the regulation of machine learning algorithms, and emotion.\nI am working with colleagues from University of Oxford, Imperial College London, and University of Copenhagen to model the spread of COVID-19.\n","date":1664582400,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1666269699,"objectID":"e81bbd5cebac798ec0b7cab21c7a5c36","permalink":"https://mlglobalhealth.github.io/author/seth-flaxman/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/seth-flaxman/","section":"authors","summary":"I am an associate professor at the University of Oxford in the Department of Computer Science and a tutorial fellow of Jesus College. My research is on scalable methods and flexible models for spatiotemporal statistics and Bayesian machine learning, applied to public policy and social science.","tags":null,"title":"Seth Flaxman","type":"authors"},{"authors":["swapnil-mishra"],"categories":null,"content":"I am an Assistant Professor at National University of Singapore (NUS), where I am primarily working at intersection of public health, machine learning and Bayesian modelling. I am part of Machine Learning \u0026amp; Global Health Network, which is a multi-country and multi-organisation network focused on doing fundamental research in machine learning and problems related to global health.\nMy research focuses on applying and developing statistical machine learning techniques for the broader and messier world of science and public policy, especially global health. I develop flexible and scalable models for understanding various spatiotemporal data, for example, epidemics (COVID-19, Malaria, HIV) and crime. For my doctorate, I built models for understanding the evolution of popularity in social media. My work focused on algorithms to model point processes with classical machine learning techniques as well as using modern deep learning networks, mainly recurrent networks.\n","date":1664582400,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1666269699,"objectID":"1f281055ad3ae7959f21334517f032b1","permalink":"https://mlglobalhealth.github.io/author/swapnil-mishra/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/swapnil-mishra/","section":"authors","summary":"I am an Assistant Professor at National University of Singapore (NUS), where I am primarily working at intersection of public health, machine learning and Bayesian modelling. I am part of Machine Learning \u0026 Global Health Network, which is a multi-country and multi-organisation network focused on doing fundamental research in machine learning and problems related to global health.","tags":null,"title":"Swapnil Mishra","type":"authors"},{"authors":["adam-howes"],"categories":null,"content":"I completed my PhD in Modern Statistics and Statistical Machine Learning at Imperial College London with Seth Flaxman and Jeffrey Imai-Eaton in 2023. See my personal website for information about my current activities.\n","date":1654041600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822705,"objectID":"ee424fe4f523508df09029e01c38ea04","permalink":"https://mlglobalhealth.github.io/author/adam-howes/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/adam-howes/","section":"authors","summary":"I completed my PhD in Modern Statistics and Statistical Machine Learning at Imperial College London with Seth Flaxman and Jeffrey Imai-Eaton in 2023. See my personal website for information about my current activities.","tags":null,"title":"Adam Howes","type":"authors"},{"authors":null,"categories":null,"content":"My background is in Bayesian modelling of spatiotemporal disease surveillance and environmental data, including point pattern data analysis and detection of hotspots on gridded surfaces. Currently, I am interested in using deep generative modelling to power MCMC inference in classical spatial statistics, as well as adaptive survey design.\n","date":1654041600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822709,"objectID":"baeebe274e456f89b6182f139d65b460","permalink":"https://mlglobalhealth.github.io/author/elizaveta-semenova/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/elizaveta-semenova/","section":"authors","summary":"My background is in Bayesian modelling of spatiotemporal disease surveillance and environmental data, including point pattern data analysis and detection of hotspots on gridded surfaces. Currently, I am interested in using deep generative modelling to power MCMC inference in classical spatial statistics, as well as adaptive survey design.","tags":null,"title":"Elizaveta Semenova","type":"authors"},{"authors":["alexandra-blenkinsop"],"categories":null,"content":"I am a Research Associate based in the statistics section at Imperial College London. My research uses viral sequence data, clinical and epidemiological patient data to characterise HIV transmission at population-level, which can be used to guide public health interventions. I have also been involved in research relating to COVID-19, with a focus on children losing parents and caregivers. More broadly, I am interested in studying health inequalities, to inform policy seeking to close these gaps.\nI have collaborated with numerous partners including the HIV Transmission Elimination Team (H-TEAM), the Amsterdam Institute of Global Health and Development, the Phylogenetics And Networks for Generalised Epidemics in Africa (PANGEA) HIV consortium, the Botswana-Havard AIDS Institute Partnership and the United States Centers for Disease Control and Prevention (CDC).\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822704,"objectID":"226affe5f2cff6d1f3a4cc3a9e149f9d","permalink":"https://mlglobalhealth.github.io/author/alexandra-blenkinsop/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/alexandra-blenkinsop/","section":"authors","summary":"I am a Research Associate based in the statistics section at Imperial College London. My research uses viral sequence data, clinical and epidemiological patient data to characterise HIV transmission at population-level, which can be used to guide public health interventions.","tags":null,"title":"Alexandra Blenkinsop","type":"authors"},{"authors":["andrea-brizzi"],"categories":null,"content":"I am a PhD student at Imperial College London, part of the StatML program. My research lies at the intersection of Bayesian modelling and phylogenetics, and tries to describe changes in the Sub-Saharan HIV epidemic. Further, I am interested in the estimation of HIV infection dates based on viral sequencing data.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822692,"objectID":"c5fdb63aa0a1180a8e91484777fb3f4e","permalink":"https://mlglobalhealth.github.io/author/andrea-brizzi/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/andrea-brizzi/","section":"authors","summary":"I am a PhD student at Imperial College London, part of the StatML program. My research lies at the intersection of Bayesian modelling and phylogenetics, and tries to describe changes in the Sub-Saharan HIV epidemic.","tags":null,"title":"Andrea Brizzi","type":"authors"},{"authors":["charles-whittaker"],"categories":null,"content":"My work involves modelling infectious disease transmission dynamics, across a range of different systems that to date have included malaria, loiasis, ebola and COVID-19. Broader research interests include include disease ecology, the dynamics of emerging infectious diseases, surveillance system design and mitigating globally catastrophic biological risks.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822705,"objectID":"9f89f0769657edf22485bf668898c1a6","permalink":"https://mlglobalhealth.github.io/author/charles-whittaker/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/charles-whittaker/","section":"authors","summary":"My work involves modelling infectious disease transmission dynamics, across a range of different systems that to date have included malaria, loiasis, ebola and COVID-19. Broader research interests include include disease ecology, the dynamics of emerging infectious diseases, surveillance system design and mitigating globally catastrophic biological risks.","tags":null,"title":"Charles Whittaker","type":"authors"},{"authors":["iwona-hawryluk"],"categories":null,"content":"My work focuses on applications of modern probabilistic machine learning methods to modelling infectious disease dynamics. In my PhD project I looked at developing statistical methods for characterising the severity of emerging pathogens. I was also involved in modelling the Covid-19 epidemic in Brazil.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822693,"objectID":"21cac473763dd816506d79cb0b738171","permalink":"https://mlglobalhealth.github.io/author/iwona-hawryluk/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/iwona-hawryluk/","section":"authors","summary":"My work focuses on applications of modern probabilistic machine learning methods to modelling infectious disease dynamics. In my PhD project I looked at developing statistical methods for characterising the severity of emerging pathogens.","tags":null,"title":"Iwona Hawryluk","type":"authors"},{"authors":["oliver-ratmann"],"categories":null,"content":"I develop bespoke statistical methods for public good. My group and I are particularly interested in novel Bayesian methods that harness information in viral deep sequence data, mobile phone mobility data, and time-resolved patient data to characterise the spread of infectious diseases, and to guide public health interventions.\nWe are involved in a number of multinational data-driven public health projects. I co-lead the Phylogenetics and Networks of Generalised HIV epidemics in Africa, and my group develops statistical methods to analyse HIV deep sequence data. I am a member of the Global Reference Group for children affected by COVID-19 and help develop methods to quantify the number of children who lost their parents or caregivers to COVID-19. My group works closely with Emodo Inc. to harness global mobile phone device data for public good. I am the lead statistician of the LONGVIEW study at the Rakai Health Sciences Program. We are affiliated with the HIV transmission elimination initiative Amsterdam and have joined forces for a future with no new HIV infections.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822705,"objectID":"3a29df51d610441067bad4042c14a0f4","permalink":"https://mlglobalhealth.github.io/author/oliver-ratmann/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/oliver-ratmann/","section":"authors","summary":"I develop bespoke statistical methods for public good. My group and I are particularly interested in novel Bayesian methods that harness information in viral deep sequence data, mobile phone mobility data, and time-resolved patient data to characterise the spread of infectious diseases, and to guide public health interventions.","tags":null,"title":"Oliver Ratmann","type":"authors"},{"authors":["xenia-miscouridou"],"categories":null,"content":"My research intersts lie in the broad area of statistical machine learning with broader goal to build methods that combine the strengths of statistics and computation aspiring to answer scientific questions with impact in real life.\nMy phd focus was on Bayesian non parametric modelling for random graphs, complex networks, time interaction data and on practical Bayesian non parametric methods and theory for a variety of applications.\nMy research to date includes more broadly Bayesian methods, deep generative models, unsupervised learning techniques, point processes and stochastic processes with applications in social science, epidemiology and finance.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822705,"objectID":"a065249bac0a9e550aca5e0e2e112fad","permalink":"https://mlglobalhealth.github.io/author/xenia-miscouridou/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/xenia-miscouridou/","section":"authors","summary":"My research intersts lie in the broad area of statistical machine learning with broader goal to build methods that combine the strengths of statistics and computation aspiring to answer scientific questions with impact in real life.","tags":null,"title":"Xenia Miscouridou","type":"authors"},{"authors":null,"categories":null,"content":"I am a Lecturer in Statistical Science in the School of Mathematics at the University of Bristol. I am interested in developing and applying novel methods for infectious disease outbreak analysis to help inform policy makers in real time. My current research focuses on developing spatial temporal renewal based transmission models alongside estimating the number of children affected by COVID-19 and crises.\n","date":1648771200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822694,"objectID":"53342ccd77a9854701ca01fe4d232b16","permalink":"https://mlglobalhealth.github.io/author/juliette-unwin/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/juliette-unwin/","section":"authors","summary":"I am a Lecturer in Statistical Science in the School of Mathematics at the University of Bristol. I am interested in developing and applying novel methods for infectious disease outbreak analysis to help inform policy makers in real time.","tags":null,"title":"Juliette Unwin","type":"authors"},{"authors":["dino-sejdinovic"],"categories":null,"content":"Dino Sejdinovic is a Professor of Statistical Machine Learning at the School of Computer and Mathematical Sciences, University of Adelaide, affiliated with the Australian Institute for Machine Learning (AIML). He was previously a Lecturer and an Associate Professor at the Department of Statistics, University of Oxford (2014-2022), a Fellow of Mansfield College, Oxford, and a Turing Faculty Fellow of the Alan Turing Institute. He held postdoctoral positions at the Gatsby Computational Neuroscience Unit, University College London (2011-2014) and at the Institute for Statistical Science, University of Bristol (2009-2011). He received a PhD in Electrical and Electronic Engineering from the University of Bristol (2009) and a Diplom in Mathematics and Theoretical Computer Science from the University of Sarajevo (2006). His research spans a wide variety of topics at the interface between machine learning and statistical methodology, including large-scale nonparametric and kernel methods, robust and trustworthy machine learning, causal inference, and uncertainty quantification.\n","date":1638316800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822698,"objectID":"e5d3a5ada1568d00ec1e7f8dd3418381","permalink":"https://mlglobalhealth.github.io/author/dino-sejdinovic/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/dino-sejdinovic/","section":"authors","summary":"Dino Sejdinovic is a Professor of Statistical Machine Learning at the School of Computer and Mathematical Sciences, University of Adelaide, affiliated with the Australian Institute for Machine Learning (AIML). He was previously a Lecturer and an Associate Professor at the Department of Statistics, University of Oxford (2014-2022), a Fellow of Mansfield College, Oxford, and a Turing Faculty Fellow of the Alan Turing Institute.","tags":null,"title":"Dino Sejdinovic","type":"authors"},{"authors":["yu-chen"],"categories":null,"content":"","date":1625097600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822693,"objectID":"8ede28e39e96e0f0a7c669197a1a6ac0","permalink":"https://mlglobalhealth.github.io/author/yu-chen/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/yu-chen/","section":"authors","summary":"","tags":null,"title":"Yu Chen","type":"authors"},{"authors":["nuno-faria"],"categories":null,"content":"My research programme is focused on studying the evolution and epidemiology of rapidly evolving viruses that circulate in human and animal populations, such as SARS-CoV-2, yellow fever, chikungunya, Zika and dengue. Current research topics include: epidemiology, evolution and phylodynamics of viral epidemics; local and regional genomic capacity and outbreak preparedness; and implementation of One Health approaches in hotspots of emerging infectious diseases.\nI coordinate the Brazil-UK CADDE Centre (Centre for Arbovirus Discovery, Diagnostics, Genomics and Epidemiology) with Prof. Ester Sabino from the University of São Paulo. In February 2020, CADDE led the initiative that resulted in the generation, analysis and report of the first SARS-CoV-2 genomes from Latin America in \u0026lt;48 hours. Our team then provided early insights into the epidemiology and genetic diversity of SARS-CoV-2 in Brazil and uncovered a three-quarters attack rate of SARS-CoV-2 in the Amazon region by October 2020. In January 2021, our team discovered the first cases of the SARS-CoV-2 Gamma variant of concern in Manaus. I also lead the ArboSPREAD project, a network for surveillance of arbovirus spread and persistence across corridors of ecological suitability between Angola and Brazil that characterised a Zika outbreak caused by Asian genotype lineage in Angola. I have previously co-led the ZiBRA project in northeast Brazil for real-time genome sequencing of Zika virus in Brazil.\n","date":1612137600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822701,"objectID":"740737236fbbb0b8ee95c77dc2962e0c","permalink":"https://mlglobalhealth.github.io/author/nuno-faria/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/nuno-faria/","section":"authors","summary":"My research programme is focused on studying the evolution and epidemiology of rapidly evolving viruses that circulate in human and animal populations, such as SARS-CoV-2, yellow fever, chikungunya, Zika and dengue.","tags":null,"title":"Nuno Faria","type":"authors"},{"authors":["helen-coupland"],"categories":null,"content":"In my research I use machine learning to explore risk factors and their temporal relationships in large longitudinal cohort health data.\n","date":1609459200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822698,"objectID":"60d17f564f8f757d4aa9924b82b57d5f","permalink":"https://mlglobalhealth.github.io/author/helen-coupland/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/helen-coupland/","section":"authors","summary":"In my research I use machine learning to explore risk factors and their temporal relationships in large longitudinal cohort health data.","tags":null,"title":"Helen Coupland","type":"authors"},{"authors":"daniel-laydon","categories":null,"content":"I am a postdoctoral researcher at the MRC Centre for Global Infectious Disease Analysis, based at the Department of Infectious Disease Epidemiology. My research is focussed on the transmission, prevention and alleviation of infectious disease. I use a combination of mathematical, statistical and computational models to study a variety of viruses, including dengue, Middle Eastern Respiratory Syndrome (MERS), and in recent years COVID-19. Since the pandemic, I have been especially interested in pandemic preparedness and emerging threats to human health.\n","date":1593561600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822698,"objectID":"46af9d384b574a85bc10e18a97b5a6b3","permalink":"https://mlglobalhealth.github.io/author/daniel-laydon/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/daniel-laydon/","section":"authors","summary":"I am a postdoctoral researcher at the MRC Centre for Global Infectious Disease Analysis, based at the Department of Infectious Disease Epidemiology. My research is focussed on the transmission, prevention and alleviation of infectious disease.","tags":null,"title":"Daniel Laydon","type":"authors"},{"authors":["alexandros-katsiferis"],"categories":null,"content":"My main research is focused on prediction modelling of adverse outcomes in vulnerable individuals challenged by life-stressors. My primary interest lies in the use of longitudinal, time-series data, their properties and dynamics in classic and machine learning prognostic models. I am also fascinated by the implementation, understanding, and utility of various sources of data that capture further layers of the complexity of human health. My PhD project is placed in the intersection of epidemiology, statistics and machine learning.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"cb62d11ef2274aed3ed4f20e95d66bf5","permalink":"https://mlglobalhealth.github.io/author/alexandros-katsiferis/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/alexandros-katsiferis/","section":"authors","summary":"My main research is focused on prediction modelling of adverse outcomes in vulnerable individuals challenged by life-stressors. My primary interest lies in the use of longitudinal, time-series data, their properties and dynamics in classic and machine learning prognostic models.","tags":null,"title":"Alexandros Katsiferis","type":"authors"},{"authors":["andre-amaral"],"categories":null,"content":"My main research interests include Bayesian methods of inference and spatio-temporal modeling with applications in epidemiology.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"670df1c7763c9c14d4cd2acdf9cd0e87","permalink":"https://mlglobalhealth.github.io/author/andre-victor-ribeiro-amaral/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/andre-victor-ribeiro-amaral/","section":"authors","summary":"My main research interests include Bayesian methods of inference and spatio-temporal modeling with applications in epidemiology.","tags":null,"title":"André Victor Ribeiro Amaral","type":"authors"},{"authors":["david-duchene"],"categories":null,"content":"Dr David Duchene is an Associate Professor at the University of Copenhagen, co-leading the Computational and Mathematical Global Health group at the Department of Public Health. Originally trained as an evolutionary biologist, his research traverses various fields including evolutionary modelling, comparative analysis, biogeography, epidemiology (phylodynamics), and most recently machine learning in public health. His past work has largely focused on explaining how and why molecules evolve (these molecules being the genes of animals or pathogens), using a broad diversity of statistical approaches. In collaboration with genome-sequencing consortia, his work connects processes at the ‘macro’ scale (macroevolution, macroecology, phylogeography) with those at ‘micro’ scales (molecular evolution). One broad question being: how and why do novel living beings and pathogens emerge? Another current focus of his research the challenge of identifying infection in livestock and wildlife using techniques from computer vision. The link between animal movement (neuroscience), infection (epidemiology), and genomics is an exciting budding field that will requre a truly interdisciplinary team.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"cabacdfbf0dce7751e58d4a7d0fd9774","permalink":"https://mlglobalhealth.github.io/author/david-a.-duchene/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/david-a.-duchene/","section":"authors","summary":"Dr David Duchene is an Associate Professor at the University of Copenhagen, co-leading the Computational and Mathematical Global Health group at the Department of Public Health. Originally trained as an evolutionary biologist, his research traverses various fields including evolutionary modelling, comparative analysis, biogeography, epidemiology (phylodynamics), and most recently machine learning in public health.","tags":null,"title":"David A. Duchene","type":"authors"},{"authors":["david-selby"],"categories":null,"content":"I am a senior researcher in the Data Science and its Applications department at the German Research Centre for Artificial Intelligence (DFKI), based in Kaiserslautern. My work touches on a number of areas in the application of data science to health research, including use of smartphones for patient self-reporting of symptoms. I am also interested in meta-level questions such as reproducibility, synthetic data generation, data science ethics and the influence of bibliometrics on research funding, the latter being the subject of my PhD.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"7cb0637716616c399edfe9fac1d3bf50","permalink":"https://mlglobalhealth.github.io/author/david-selby/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/david-selby/","section":"authors","summary":"I am a senior researcher in the Data Science and its Applications department at the German Research Centre for Artificial Intelligence (DFKI), based in Kaiserslautern. My work touches on a number of areas in the application of data science to health research, including use of smartphones for patient self-reporting of symptoms.","tags":null,"title":"David Selby","type":"authors"},{"authors":["giovanni-charles"],"categories":null,"content":"I work on math models of disease transmission and ML-based surrogates for inference and optimisation, my areas of interest include: time-series prediction, transformers for time-series, Approximate Bayesian Inference, differential equations, differentiable agent based models, optimal control and JAX development.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"acc2838f9d60af3ea67835e583999b15","permalink":"https://mlglobalhealth.github.io/author/giovanni-charles/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/giovanni-charles/","section":"authors","summary":"I work on math models of disease transmission and ML-based surrogates for inference and optimisation, my areas of interest include: time-series prediction, transformers for time-series, Approximate Bayesian Inference, differential equations, differentiable agent based models, optimal control and JAX development.","tags":null,"title":"Giovanni Charles","type":"authors"},{"authors":["jingyan-huang"],"categories":null,"content":"I am a Posdoctoral Researcher at National University of Singapore (NUS), where I am primarily working at Bayesian modelling, public health, change-point detection and sequential testing.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"bc24f8b6f3fda292be67cab62383cb28","permalink":"https://mlglobalhealth.github.io/author/jingyan-huang/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/jingyan-huang/","section":"authors","summary":"I am a Posdoctoral Researcher at National University of Singapore (NUS), where I am primarily working at Bayesian modelling, public health, change-point detection and sequential testing.","tags":null,"title":"Jingyan Huang","type":"authors"},{"authors":["johannes-hruza"],"categories":null,"content":"I am a PhD student at the University of Copenhagen supervised by Samir Bhatt (Section of Epidemiology) and Erin Gabriel (Section of Biostatistics). My PhD focuses on causal and statistical methods that can be applied to health data.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"a6c61d5f71f1e62aa10780bb5e590e26","permalink":"https://mlglobalhealth.github.io/author/johannes-hruza/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/johannes-hruza/","section":"authors","summary":"I am a PhD student at the University of Copenhagen supervised by Samir Bhatt (Section of Epidemiology) and Erin Gabriel (Section of Biostatistics). My PhD focuses on causal and statistical methods that can be applied to health data.","tags":null,"title":"Johannes Hruza","type":"authors"},{"authors":["kaustubh-chakradeo"],"categories":null,"content":"I am a PhD candidate at the Section of Epidemiology of the University of Copenhagen. My PhD is based on deep learning based medical imaging analysis, focusing on infectious diseases like malaria. My primary interest is using artificial intelligence with medical imaging modalities, for infectious diseases. I am also interested in the law and ethics of AI technologies, with a focus on their use for minority groups.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"4ac7fd1875debf6a0ca111d50a37d688","permalink":"https://mlglobalhealth.github.io/author/kaustubh-chakradeo/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/kaustubh-chakradeo/","section":"authors","summary":"I am a PhD candidate at the Section of Epidemiology of the University of Copenhagen. My PhD is based on deep learning based medical imaging analysis, focusing on infectious diseases like malaria.","tags":null,"title":"Kaustubh Chakradeo","type":"authors"},{"authors":["mark-khurana"],"categories":null,"content":"I am a medical doctor and epidemiologist currently working in phylogenetics and mathematical modeling of infectious diseases as a PhD student under Samir Bhatt.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"6ba86e3d163905bcdab8659a48969374","permalink":"https://mlglobalhealth.github.io/author/mark-khurana/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/mark-khurana/","section":"authors","summary":"I am a medical doctor and epidemiologist currently working in phylogenetics and mathematical modeling of infectious diseases as a PhD student under Samir Bhatt.","tags":null,"title":"Mark Khurana","type":"authors"},{"authors":["mengyan-zhang"],"categories":null,"content":"I am a postdoctoral research associate at the University of Oxford, under the supervision of Dr. Seth Flaxman. Before that, I did my PhD at the Australian National University and Data61, CSIRO (awarded 2023.02), under the supervision of Dr. Cheng Soon Ong, Prof. Lexing Xie and Prof. Eduardo Eyras. My research interests are online experimental design in machine learning, including multi-armed bandits and active learning. I work on both theoretical and practical views of experimental design with two goals: (I) Designing adaptive strategies for imperfect feedback. Understanding the concentration of measures and adaptive strategies involved. (II) Designing the pipeline and recommendation strategies from a practical point of view, including applications in survey design, global health and biology.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"e9431e604ad165ff057534461e27489b","permalink":"https://mlglobalhealth.github.io/author/mengyan-zhang/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/mengyan-zhang/","section":"authors","summary":"I am a postdoctoral research associate at the University of Oxford, under the supervision of Dr. Seth Flaxman. Before that, I did my PhD at the Australian National University and Data61, CSIRO (awarded 2023.","tags":null,"title":"Mengyan Zhang","type":"authors"},{"authors":["moritz-kraemer"],"categories":null,"content":"I am an associate professor at the University of Oxford in the Department of Biology, Reuben College, and the Pandemic Sciences Institute. My research is on scalable interdisciplinary methods applied to the most important questions in human health research. I lead multiple global initiatives on building federated, privacy first global health infrastructure. My background is in statistical learning applied to large and biased datasets.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"bfa110c3cc5faf86e02e66bcd9317d45","permalink":"https://mlglobalhealth.github.io/author/moritz-kraemer/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/moritz-kraemer/","section":"authors","summary":"I am an associate professor at the University of Oxford in the Department of Biology, Reuben College, and the Pandemic Sciences Institute. My research is on scalable interdisciplinary methods applied to the most important questions in human health research.","tags":null,"title":"Moritz Kraemer","type":"authors"},{"authors":["mousumi-roy"],"categories":null,"content":"I am working as a Research Fellow at National University of Singapore (NUS). My primary work focuses on developing a Bayesian framework to model spatio-temporal disease propagation. In this process, I am interested in exploring the effect of human mobility on the disease spread.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"8c11aee2bd199522647e26c6618fa3c4","permalink":"https://mlglobalhealth.github.io/author/mousumi-roy/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/mousumi-roy/","section":"authors","summary":"I am working as a Research Fellow at National University of Singapore (NUS). My primary work focuses on developing a Bayesian framework to model spatio-temporal disease propagation. In this process, I am interested in exploring the effect of human mobility on the disease spread.","tags":null,"title":"Mousumi Roy","type":"authors"},{"authors":["neil-scheidwasser"],"categories":null,"content":"I am a PhD student at the Section of Epidemiology of the University of Copenhagen. While my PhD focuses on phylogenetics, epidemiology, and machine learning, I am also interested in computational neuroscience and deep learning-based representations of speech and audio.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"f07089d1f45f0b06bfd3ea13cd0ad3f2","permalink":"https://mlglobalhealth.github.io/author/neil-scheidwasser/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/neil-scheidwasser/","section":"authors","summary":"I am a PhD student at the Section of Epidemiology of the University of Copenhagen. While my PhD focuses on phylogenetics, epidemiology, and machine learning, I am also interested in computational neuroscience and deep learning-based representations of speech and audio.","tags":null,"title":"Neil Scheidwasser","type":"authors"},{"authors":["nicolas-banholzer"],"categories":null,"content":"My work involves modelling of transmissions risks of respiratory infectious diseases (primarily SARS-CoV-2 and Mycobacterium tuberculosis), and the effectiveness of non-pharmaceutical interventions and infection control measures. I am generally interested in Bayesian modelling, in particular Bayesian hierarchical and latent variable models.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"cefb5189923392d0f28ea5290f79efde","permalink":"https://mlglobalhealth.github.io/author/nicolas-banholzer/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/nicolas-banholzer/","section":"authors","summary":"My work involves modelling of transmissions risks of respiratory infectious diseases (primarily SARS-CoV-2 and Mycobacterium tuberculosis), and the effectiveness of non-pharmaceutical interventions and infection control measures. I am generally interested in Bayesian modelling, in particular Bayesian hierarchical and latent variable models.","tags":null,"title":"Nicolas Banholzer","type":"authors"},{"authors":["prakhar-verma"],"categories":null,"content":"I am a machine learning Ph.D. student with Arno Solin’s research group at Aalto University, Finland. I am broadly interested in probabilistic modelling and efficient inference techniques. For my master’s thesis, I researched on developing variational inference techniques for non-linear SDEs. Recently, my work has focused on sequential decision-making models that need computationally efficient and well-calibrated uncertainty.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"fff0ce258d5ff1a32a5cf7d84f3dff84","permalink":"https://mlglobalhealth.github.io/author/prakhar-verma/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/prakhar-verma/","section":"authors","summary":"I am a machine learning Ph.D. student with Arno Solin’s research group at Aalto University, Finland. I am broadly interested in probabilistic modelling and efficient inference techniques. For my master’s thesis, I researched on developing variational inference techniques for non-linear SDEs.","tags":null,"title":"Prakhar Verma","type":"authors"},{"authors":null,"categories":null,"content":"I am an Assistant Professor at National University of Singapore (NUS), where I am primarily working at intersection of public health, machine learning and Bayesian modelling. I am part of Machine Learning \u0026amp; Global Health Network, which is a multi-country and multi-organisation network focused on doing fundamental research in machine learning and problems related to global health.\nMy research focuses on applying and developing statistical machine learning techniques for the broader and messier world of science and public policy, especially global health. I develop flexible and scalable models for understanding various spatiotemporal data, for example, epidemics (COVID-19, Malaria, HIV) and crime. For my doctorate, I built models for understanding the evolution of popularity in social media. My work focused on algorithms to model point processes with classical machine learning techniques as well as using modern deep learning networks, mainly recurrent networks.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"2525497d367e79493fd32b198b28f040","permalink":"https://mlglobalhealth.github.io/author/s-mishra/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/s-mishra/","section":"authors","summary":"I am an Assistant Professor at National University of Singapore (NUS), where I am primarily working at intersection of public health, machine learning and Bayesian modelling. I am part of Machine Learning \u0026 Global Health Network, which is a multi-country and multi-organisation network focused on doing fundamental research in machine learning and problems related to global health.","tags":null,"title":"S Mishra","type":"authors"},{"authors":["sebastian-vollmer"],"categories":null,"content":"I am a professor of applications of machine learning at the Technical University of Kaiserslautern and the German Center for Artificial Intelligence. I am also an associate professor in statistics and mathematics in the Mathematics Insitute and the department of statistics at the University of Warwick. I used be the director of data study groups at the Alan Turing Institute. As well as a Co-Director health and medical sciences research programme. My research interests lie at the interface of computational statistics and machine learning, with a particular focus on real-world applications. I’ve worked in application areas ranging from transport, energy, and in particular health and well-being.\nBefore joining the University of Warwick, I was a lecturer in Statistics at the University of Oxford. Prior to this I undertook postdoctoral research with Arnaud Doucet (Oxford) and Yee Whye Teh (Oxford). I completed my PhD in September 2013 in Mathematics at the University of Warwick supervised by Andrew Stuart and Martin Hairer.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"7c4f7048ed56acd55882ee2a75c50a72","permalink":"https://mlglobalhealth.github.io/author/sebastian-vollmer/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/sebastian-vollmer/","section":"authors","summary":"I am a professor of applications of machine learning at the Technical University of Kaiserslautern and the German Center for Artificial Intelligence. I am also an associate professor in statistics and mathematics in the Mathematics Insitute and the department of statistics at the University of Warwick.","tags":null,"title":"Sebastian Vollmer","type":"authors"},{"authors":["shozen-dan"],"categories":null,"content":"","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"778deb2fdd54acc0d1a2ab0f3c707244","permalink":"https://mlglobalhealth.github.io/author/shozen-dan/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/shozen-dan/","section":"authors","summary":"","tags":null,"title":"Shozen Dan","type":"authors"},{"authors":["siyi-sun"],"categories":null,"content":"Siyi is pursuing her DPhil degree in Computer Science at Oxford. Shr received her master degree in Computer Science at New York University, New York, NY 10003 USA. She obtained her B.S. degree in Information and Computational Science at University of Science and Technology Beijing, Beijing, China.\nHer previous work focused on machine learning, infectious disease modeling and fuzzy inference systems. Currently, her research interests are centered on time series prediction with deep learning and its applications in public health and finance.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"3112f7b40b2995ded39cc1d3672813c8","permalink":"https://mlglobalhealth.github.io/author/siyi-sun/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/siyi-sun/","section":"authors","summary":"Siyi is pursuing her DPhil degree in Computer Science at Oxford. Shr received her master degree in Computer Science at New York University, New York, NY 10003 USA. She obtained her B.","tags":null,"title":"Siyi Sun","type":"authors"},{"authors":["tristan-naidoo"],"categories":null,"content":"I am interested in the intersection of Natural Language Processing and Public Health. In line with this interest, the focus of my PhD is to investigate how Twitter data can be used to quantify adherence to protective behaviours over the COVID-19 pandemic.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"bae9d2884384c7cc978b3c1b1538ea6c","permalink":"https://mlglobalhealth.github.io/author/tristan-naidoo/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/tristan-naidoo/","section":"authors","summary":"I am interested in the intersection of Natural Language Processing and Public Health. In line with this interest, the focus of my PhD is to investigate how Twitter data can be used to quantify adherence to protective behaviours over the COVID-19 pandemic.","tags":null,"title":"Tristan Naidoo","type":"authors"},{"authors":["victoria-cox"],"categories":null,"content":"My research focuses on the impact of climate on the spread of arboviruses such as dengue, chikungunya, zika, and West Nile virus. I am interested in the seasonality and heterogeneity of arbovirus transmission across space and time, and the interplay between environment, climate, human and vector populations which drives this.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"e76a9d385fec9dfcdcf4f72d7bf6e2a3","permalink":"https://mlglobalhealth.github.io/author/victoria-cox/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/victoria-cox/","section":"authors","summary":"My research focuses on the impact of climate on the spread of arboviruses such as dengue, chikungunya, zika, and West Nile virus. I am interested in the seasonality and heterogeneity of arbovirus transmission across space and time, and the interplay between environment, climate, human and vector populations which drives this.","tags":null,"title":"Victoria Cox","type":"authors"},{"authors":null,"categories":[],"content":"Course Contents\nThursday February 22 Lecture 1: Introductions (9.00-9.30) Bayesian Inference Lecture 2: Introduction to Stan for applied Bayesian analyses (9.30-10.00) Practical 1: Stan basics (10.00-11.30) Lecture 3: Scalable Gaussian process regression models (11.45-12.30) Practical 2: Scalable GP regression models (12.30-13.00) Practical 2: Scalable GP regression models continued (14.00-16.00) Friday February 23 Infectious Disease Modelling Lecture 4: Introduction to Infectious Disease Modelling (09.00-10:00) Lecture 5: Introduction to phylogenetics (10:00-10:40) Lecture 6: (11.00-13:00) Four remote research talks from the Machine Learning and Global Health Network (Oliver Ratmann, Seth Flaxman, Samir Bhatt, Liza Semenova)\nPractical 3: Running a phylogenetic pipeline (14:00-15:00) Lecture 6: SIR models (15:00-16:00) Saturday February 24 Practical 4: Deriving SIR type models (09:00-10:30) Lecture 7: Introduction to Fitting an SIR model practical (10:45-11:00) Practical 5: Fitting an SIR model in Stan (11.00-13.00) Course material All course material is freely available from https://github.com/MLGlobalHealth/aims_rwanda_2024\n","date":170856e4,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1714480064,"objectID":"c4e40c4b72bf2ef7312cd386f0625eaf","permalink":"https://mlglobalhealth.github.io/workshops/aimsximperial2024/","publishdate":"2024-02-22T14:27:44+02:00","relpermalink":"/workshops/aimsximperial2024/","section":"workshops","summary":"In February 2024, 4 members of the Machine Learning and Global Health Network visited AIMS Rwanda to deliver a 3-day workshop on modern methods at the intersection of epidemiology, statistical modelling and computer science, including probabilistic programming using Stan, computationally efficient non-parametric Bayesian inference, statistical techniques for infectious disease modelling and public health, and phylogenetics.","tags":[],"title":"AIMS-Imperial workshop: Modern Statistics and Machine Learning for Global Health","type":"workshops"},{"authors":null,"categories":null,"content":" First thing is to fork the website repository Clone the fork on your local machine. Let us assume the directory you have cloned is named base_dir Next is to install hugo for local development. You can find instructions at this page. You may skip this page if you are not looking to have a local version, this will just not let you preview how you changes would look on the website. Now go to the base_dir using the shell of you r choice on your local computer. Mac OS Sheel after cloning the repo. To add a new user run the following command hugo new content/authors/firstname-lastname . Remember to change first and last names as the name you want for yourself (surely you can be Swapnil and want to be known as Samir/Seth that can be benefecial :P ) This will create a new folder firstname-lastname inside content/authors/ Now you can open the whole folder in a text editor of your choice and navigate to the file content/authors/firstname-lastname/_index.md Please fill in the details in this file as per your requirement. most of the stuff is self explanatory. In case of any issues raise a concern on zulip Only thing to know is that in area with user_groups the allowed values are: Principal Investigators Researchers Grad Students Administration Visitors Alumni Delete avatar.jpg in your folder and replace with a file with pic you want to be displayed. Remember you need to have the name of the file as avatar.jpg/avatar.png. This is how it look on vscode for reference VSCODE view of the repo and added new folder. Now go back to terminal and to the base_dir and run hugo serve View of the terminal after running hugo serve. This will display you changes on a localhost as informed on the terminal. Open that local host to see your changes Your changes on the local host. If you are happy then press ctrl+c to stop Now delete the the public directory. The command for unix systems is rm -rf public Commit your changes and push it to your fork Now submit a PR to the MLGH repository when happy If you want to add other content than authors you can have a more detailed look at Wowchemy Documentation for Hugo themes. Nothing more sophisticated than adding appropriate markdown files. ","date":1685664e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1685664e3,"objectID":"662fa4fc161cd37701d7cd73056e7a14","permalink":"https://mlglobalhealth.github.io/add-profile/","publishdate":"2023-06-02T00:00:00Z","relpermalink":"/add-profile/","section":"","summary":"Instruction to add an user on the mlgh webpage","tags":null,"title":"Adding your profile","type":"page"},{"authors":["Swapnil Mishra","Seth Flaxman","Tresnia Berah","Harrison Zhu","Mikko Pakkanen","Samir Bhatt"],"categories":[],"content":"","date":1664582400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1666269699,"objectID":"51e26a534cd41e33ce321bd5eb715404","permalink":"https://mlglobalhealth.github.io/publication/mishra-2022-oct/","publishdate":"2022-10-20T12:41:39.069971Z","relpermalink":"/publication/mishra-2022-oct/","section":"publication","summary":"","tags":[],"title":"πVAE: a stochastic process prior for Bayesian deep learning with MCMC","type":"publication"},{"authors":["Susan Hillis","Joel-Pascal Ntwali N’konzi","William Msemburi","Lucie Cluver","Andrés Villaveces","Seth Flaxman","H. Juliette T. Unwin"],"categories":[],"content":"","date":1661990400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1666268864,"objectID":"ee7342c40906f87d09776e504107c540","permalink":"https://mlglobalhealth.github.io/publication/10-1001-jamapediatrics-2022-3157/","publishdate":"2022-10-20T12:29:23.658815Z","relpermalink":"/publication/10-1001-jamapediatrics-2022-3157/","section":"publication","summary":"The availability of new excess mortality data enables us to update global minimum estimates of COVID-19 orphanhood and caregiver death among children. Consequences for children can be devastating, including institutionalization, abuse, traumatic grief, mental health problems, adolescent pregnancy, poor educational outcomes, and chronic and infectious diseases. Global totals and country comparisons were previously hampered by inconsistencies in COVID-19 testing and incomplete death reporting. The new orphanhood estimates derived here based on excess deaths provide a comprehensive measure of COVID-19’s long-term impact on orphanhood and caregiver loss.","tags":[],"title":"Orphanhood and Caregiver Loss Among Children Based on New Global Excess COVID-19 Death Estimates","type":"publication"},{"authors":["Elizaveta Semenova","Yidan Xu","Adam Howes","Theo Rashid","Samir Bhatt","Swapnil Mishra","Seth Flaxman"],"categories":[],"content":"","date":1654041600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"f934857f89d5549bb703fa1d4cdb3f84","permalink":"https://mlglobalhealth.github.io/publication/semenova-2022-jun/","publishdate":"2022-10-20T12:29:16.209448Z","relpermalink":"/publication/semenova-2022-jun/","section":"publication","summary":"","tags":[],"title":"PriorVAE: encoding spatial priors with variational autoencoders for small-area estimation","type":"publication"},{"authors":["Andrea Brizzi","Charles Whittaker","Luciana M. S. Servo","Iwona Hawryluk","Carlos A. Prete","William M. de Souza","Renato S. Aguiar","Leonardo J. T. Araujo","Leonardo S. Bastos","Alexandra Blenkinsop","Lewis F. Buss","Darlan Candido","Marcia C. Castro","Silvia F. Costa","Julio Croda","Andreza Aruska de Souza Santos","Christopher Dye","Seth Flaxman","Paula L. C. Fonseca","Victor E. V. Geddes","Bernardo Gutierrez","Philippe Lemey","Anna S. Levin","Thomas Mellan","Diego M. Bonfim","Xenia Miscouridou","Swapnil Mishra","Mélodie Monod","Filipe R. R. Moreira","Bruce Nelson","Rafael H. M. Pereira","Otavio Ranzani","Ricardo P. Schnekenberg","Elizaveta Semenova","Raphael Sonnabend","Renan P. Souza","Xiaoyue Xi","Ester C. Sabino","Nuno R. Faria","Samir Bhatt","Oliver Ratmann"],"categories":[],"content":"","date":1651363200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"8fbc6a9dab990a5faf68c4e7ff35aafa","permalink":"https://mlglobalhealth.github.io/publication/brizzi-2022-may/","publishdate":"2022-10-20T12:29:16.328505Z","relpermalink":"/publication/brizzi-2022-may/","section":"publication","summary":"","tags":[],"title":"Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals","type":"publication"},{"authors":["Charles Whittaker","Peter Winskill","Marianne Sinka","Samuel Pironon","Claire Massey","Daniel J. Weiss","Michele Nguyen","Peter W. Gething","Ashwani Kumar","Azra Ghani","Samir Bhatt"],"categories":[],"content":"","date":1648771200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"72c19045954439108567bdfd7e74bf34","permalink":"https://mlglobalhealth.github.io/publication/whittaker-2022-apr/","publishdate":"2022-10-20T12:29:16.45409Z","relpermalink":"/publication/whittaker-2022-apr/","section":"publication","summary":"","tags":[],"title":"A novel statistical framework for exploring the population dynamics and seasonality of mosquito populations","type":"publication"},{"authors":["Juliette Unwin","Susan Hillis","Lucie Cluver","Seth Flaxman","Philip S. Goldman","Alexander Butchart","Gretchen Bachman","Laura Rawlings","Christl A. Donnelly","Oliver Ratmann","Phil Green","Charles A. Nelson","Alexandra Blenkinsop","Samir Bhatt","Chris Desmond","Andrés Villaveces","Lorraine Sherr"],"categories":[],"content":"","date":1648771200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"92b6d2d4bd942d891cf601d7ac27c210","permalink":"https://mlglobalhealth.github.io/publication/unwin-2022-apr/","publishdate":"2022-10-20T12:29:16.565355Z","relpermalink":"/publication/unwin-2022-apr/","section":"publication","summary":"","tags":[],"title":"Global, regional, and national minimum estimates of children affected by COVID-19-associated orphanhood and caregiver death, by age and family circumstance up to Oct 31, 2021: an updated modelling study","type":"publication"},{"authors":["Seth Flaxman","Charles Whittaker","Elizaveta Semenova","Theo Rashid","Robbie Parks","Alexandra Blenkinsop","H Juliette T Unwin","Swapnil Mishra","Samir Bhatt","Deepti Gurdasani"," others"],"categories":[],"content":"","date":1640995200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822704,"objectID":"97821929692f61fe883ad374f436c08e","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2022-covid/","publishdate":"2022-10-20T12:29:22.144162Z","relpermalink":"/publication/flaxman-2022-covid/","section":"publication","summary":"","tags":[],"title":"Covid-19 is a leading cause of death in children and young people ages 0-19 years in the United States","type":"publication"},{"authors":["James W Firman","Mark TD Cronin","Philip H Rowe","Elizaveta Semenova","John E Doe"],"categories":[],"content":"","date":1640995200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822704,"objectID":"4780d80b47175d844b7b271ebf061d7a","permalink":"https://mlglobalhealth.github.io/publication/firman-2022-use/","publishdate":"2022-10-20T12:29:22.263812Z","relpermalink":"/publication/firman-2022-use/","section":"publication","summary":"","tags":[],"title":"The use of Bayesian methodology in the development and validation of a tiered assessment approach towards prediction of rat acute oral toxicity","type":"publication"},{"authors":["Iwona Hawryluk","Henrique Hoeltgebaum","Swapnil Mishra","Xenia Miscouridou","Ricardo P. Schnekenberg","Charles Whittaker","Michaela Vollmer","Seth Flaxman","Samir Bhatt","Thomas A. Mellan"],"categories":[],"content":"","date":1638316800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"e85ac8c7bb9f94470484809df3b9407b","permalink":"https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/","publishdate":"2022-10-20T12:29:16.679759Z","relpermalink":"/publication/hawryluk-2021-dec/","section":"publication","summary":"","tags":[],"title":"Gaussian process nowcasting: application to COVID-19 mortality reporting","type":"publication"},{"authors":["Valerie C. Bradley","Shiro Kuriwaki","Michael Isakov","Dino Sejdinovic","Xiao-Li Meng","Seth Flaxman"],"categories":[],"content":"","date":1638316800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822697,"objectID":"2fff244a4c975e8a7401a5839f32cdb9","permalink":"https://mlglobalhealth.github.io/publication/bradley-2021-dec/","publishdate":"2022-10-20T12:29:19.108251Z","relpermalink":"/publication/bradley-2021-dec/","section":"publication","summary":"","tags":[],"title":"Unrepresentative big surveys significantly overestimated US vaccine uptake","type":"publication"},{"authors":["Charles Whittaker","Patrick G. T. Walker","Mervat Alhaffar","Arran Hamlet","Bimandra A. Djaafara","Azra Ghani","Neil Ferguson","Maysoon Dahab","Francesco Checchi","Oliver J. Watson"],"categories":[],"content":"","date":1633046400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822699,"objectID":"27fc7eaa2991ce22721ec8ca71a95c00","permalink":"https://mlglobalhealth.github.io/publication/whittaker-2021-oct/","publishdate":"2022-10-20T12:29:20.126079Z","relpermalink":"/publication/whittaker-2021-oct/","section":"publication","summary":"","tags":[],"title":"Under-reporting of deaths limits our understanding of true burden of covid-19","type":"publication"},{"authors":["Mrinank Sharma","Sören Mindermann","Charlie Rogers-Smith","Gavin Leech","Benedict Snodin","Janvi Ahuja","Jonas B Sandbrink","Joshua Teperowski Monrad","George Altman","Gurpreet Dhaliwal","Lukas Finnveden","Alexander John Norman","Sebastian B Oehm","Julia Fabienne Sandkühler","Laurence Aitchison","Tomá ̌s Gavenčiak","Thomas Mellan","Jan Kulveit","Leonid Chindelevitch","Seth Flaxman","Yarin Gal","Swapnil Mishra","Samir Bhatt","Jan Markus Brauner"],"categories":[],"content":"","date":1633046400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"0d265c1bb7fd46823df9773d2afd95aa","permalink":"https://mlglobalhealth.github.io/publication/sharma-2021-xj/","publishdate":"2022-10-20T12:29:14.848607Z","relpermalink":"/publication/sharma-2021-xj/","section":"publication","summary":"European governments use non-pharmaceutical interventions (NPIs) to control resurging waves of COVID-19. However, they only have outdated estimates for how effective individual NPIs were in the first wave. We estimate the effectiveness of 17 NPIs in Europe's second wave from subnational case and death data by introducing a flexible hierarchical Bayesian transmission model and collecting the largest dataset of NPI implementation dates across Europe. Business closures, educational institution closures, and gathering bans reduced transmission, but reduced it less than they did in the first wave. This difference is likely due to organisational safety measures and individual protective behaviours-such as distancing-which made various areas of public life safer and thereby reduced the effect of closing them. Specifically, we find smaller effects for closing educational institutions, suggesting that stringent safety measures made schools safer compared to the first wave. Second-wave estimates outperform previous estimates at predicting transmission in Europe's third wave.","tags":[],"title":"Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe","type":"publication"},{"authors":["Susan D. Hillis","H. Juliette T. Unwin","Yu Chen","Lucie Cluver","Lorraine Sherr","Philip S. Goldman","Oliver Ratmann","Christl A. Donnelly","Samir Bhatt","Andrés Villaveces","Alexander Butchart","Gretchen Bachman","Laura Rawlings","Phil Green","Charles A. Nelson","Seth Flaxman"],"categories":[],"content":"","date":1625097600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"3c2ce18b4518ea383a73bb444bb60a16","permalink":"https://mlglobalhealth.github.io/publication/hillis-2021-jul/","publishdate":"2022-10-20T12:29:16.792377Z","relpermalink":"/publication/hillis-2021-jul/","section":"publication","summary":"","tags":[],"title":"Global minimum estimates of children affected by COVID-19-associated orphanhood and deaths of caregivers: a modelling study","type":"publication"},{"authors":["P. Smith Thomas","Flaxman Seth","S. Gallinat Amanda","P. Kinosian Sylvia","Stemkovski Michael","T. Unwin H. Juliette","J. Watson Oliver","Whittaker Charles","Cattarino Lorenzo","Dorigatti Ilaria","Tristem Michael","D. Pearse William"],"categories":[],"content":"","date":1622505600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822696,"objectID":"81c6b88dfb174363a55f990f09e45659","permalink":"https://mlglobalhealth.github.io/publication/smith-thomas-2021-jun/","publishdate":"2022-10-20T12:29:18.99721Z","relpermalink":"/publication/smith-thomas-2021-jun/","section":"publication","summary":"","tags":[],"title":"Temperature and population density influence SARS-CoV-2 transmission in the absence of nonpharmaceutical interventions","type":"publication"},{"authors":["Juliette Unwin","Isobel Routledge","Seth Flaxman","Marian-Andrei Rizoiu","Shengjie Lai","Justin Cohen","Daniel J. Weiss","Swapnil Mishra","Samir Bhatt"],"categories":[],"content":"","date":1617235200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"cad4566663e758e85157cb74f12f1336","permalink":"https://mlglobalhealth.github.io/publication/unwin-2021-apr/","publishdate":"2022-10-20T12:29:17.144138Z","relpermalink":"/publication/unwin-2021-apr/","section":"publication","summary":"","tags":[],"title":"Using Hawkes Processes to model imported and local malaria cases in near-elimination settings","type":"publication"},{"authors":["Erik Volz","Swapnil Mishra","Meera Chand","Jeffrey C. Barrett","Robert Johnson","Lily Geidelberg","Wes R. Hinsley","Daniel J. Laydon","Gavin Dabrera","ıfmmode\\acuteA\\elseÁ\\fiine O′Toole","Roberto Amato","Manon Ragonnet-Cronin","Ian Harrison","Ben Jackson","Cristina V. Ariani","Olivia Boyd","Nicholas J. Loman","John T. McCrone","Sıfmmode\\acuteo\\elseó\\finia Gonıfmmode\\mboxç\\elseç\\fialves","David Jorgensen","Richard Myers","Verity Hill","David K. Jackson","Katy Gaythorpe","Natalie Groves","John Sillitoe","Dominic P. Kwiatkowski","Seth Flaxman","Oliver Ratmann","Samir Bhatt","Susan Hopkins","Axel Gandy","Andrew Rambaut","Neil M. Ferguson","The COVID-19 Genomics UK (COG-UK) consortium"],"categories":[],"content":"","date":1614556800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"e7aee861bbdd80dcbd1ce5b0176d875f","permalink":"https://mlglobalhealth.github.io/publication/volz-2021-mar/","publishdate":"2022-06-21T14:44:50.280033Z","relpermalink":"/publication/volz-2021-mar/","section":"publication","summary":"","tags":[],"title":"Assessing transmissibility of SARS-CoV-2 lineage B.1.1.7 in England","type":"publication"},{"authors":["Louis du Plessis","John T. McCrone","Alexander E. Zarebski","Verity Hill","Christopher Ruis","Bernardo Gutierrez","Jayna Raghwani","Jordan Ashworth","Rachel Colquhoun","Thomas R. Connor","Nuno R. Faria","Ben Jackson","Nicholas J. Loman","ıfmmode\\acuteA\\elseÁ\\fiine O′Toole","Samuel M. Nicholls","Kris V. Parag","Emily Scher","Tetyana I. Vasylyeva","Erik M. Volz","Alexander Watts","Isaac I. Bogoch","Kamran Khan","Covid-19 Genomics Uk (cog-Uk) Consortiumıfmmode\\dag\\else†\\fi","David M. Aanensen","Moritz U. G. Kraemer","Andrew Rambaut","Oliver G. Pybus"],"categories":[],"content":"","date":1612137600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822699,"objectID":"4ba2dab73bb7666e2a591775e66e067b","permalink":"https://mlglobalhealth.github.io/publication/du-plessis-2021-feb/","publishdate":"2022-10-20T12:29:20.24868Z","relpermalink":"/publication/du-plessis-2021-feb/","section":"publication","summary":"","tags":[],"title":"Establishment and lineage dynamics of the SARS-CoV-2 epidemic in the UK","type":"publication"},{"authors":["Ester C. Sabino","Lewis F. Buss","Maria P. S. Carvalho","Carlos A. Prete","Myuki A. E. Crispim","Nelson A. Fraiji","Rafael H. M. Pereira","Kris V. Parag","Pedro da Silva Peixoto","Moritz U. G. Kraemer","Marcio K. Oikawa","Tassila Salomon","Zulma M. Cucunuba","Mıfmmode\\acutea\\elseá\\fircia C. Castro","Andreza Aruska de Souza Santos","Vıfmmode\\acuteımath\\elseí\\fitor H. Nascimento","Henrique S. Pereira","Neil M. Ferguson","Oliver G. Pybus","Adam Kucharski","Michael P. Busch","Christopher Dye","Nuno Faria"],"categories":[],"content":"","date":1612137600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822699,"objectID":"b8f54fe208f8dd9eb54fc2690c7c8c8f","permalink":"https://mlglobalhealth.github.io/publication/sabino-2021-feb/","publishdate":"2022-10-20T12:29:20.364186Z","relpermalink":"/publication/sabino-2021-feb/","section":"publication","summary":"","tags":[],"title":"Resurgence of COVID-19 in Manaus, Brazil, despite high seroprevalence","type":"publication"},{"authors":["Mélodie Monod","Alexandra Blenkinsop","Xiaoyue Xi","Daniel Hebert","Sivan Bershan","Simon Tietze","Marc Baguelin","Valerie C. Bradley","Yu Chen","Helen Coupland","Sarah Filippi","Jonathan Ish-Horowicz","Martin McManus","Thomas Mellan","Axel Gandy","Michael Hutchinson","Juliette Unwin","Sabine L. van Elsland","Michaela A. C. Vollmer","Sebastian Weber","Harrison Zhu","Anne Bezancon","Neil M. Ferguson","Swapnil Mishra","Seth Flaxman","Samir Bhatt","Oliver Ratmann"," "],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"9eed792a6e21d8b6f19bc63996b67be8","permalink":"https://mlglobalhealth.github.io/publication/monodeabe-8372/","publishdate":"2022-10-20T12:29:15.00626Z","relpermalink":"/publication/monodeabe-8372/","section":"publication","summary":"Following initial declines, in mid 2020 a resurgence in transmission of novel coronavirus disease (COVID-19) occurred in the US and Europe. As COVID19 disease control efforts are re-intensified, understanding the age demographics driving transmission and how these affect the loosening of interventions is crucial. We analyze aggregated, age-specific mobility trends from more than 10 million individuals in the US and link these mechanistically to age-specific COVID-19 mortality data. We estimate that as of October 2020, individuals aged 20-49 are the only age groups sustaining resurgent SARS-CoV-2 transmission with reproduction numbers well above one, and that at least 65 of 100 COVID-19 infections originate from individuals aged 20-49 in the US. Targeting interventions – including transmission-blocking vaccines – to adults aged 20-49 is an important consideration in halting resurgent epidemics and preventing COVID-19-attributable deaths.","tags":[],"title":"Age groups that sustain resurging COVID-19 epidemics in the United States","type":"publication"},{"authors":["PA Vel’misov","Yu A Tamarova","EP Semenova"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822709,"objectID":"6780b72bf360c60a06c603afcc165f61","permalink":"https://mlglobalhealth.github.io/publication/vel-2021-asymptotic/","publishdate":"2022-10-20T12:29:23.423473Z","relpermalink":"/publication/vel-2021-asymptotic/","section":"publication","summary":"","tags":[],"title":"Asymptotic Equations of Gas Dynamics: Qualitative Analysis, Construction of Solutions, and Applications","type":"publication"},{"authors":["Léo Grinsztajn","Elizaveta Semenova","Charles C Margossian","Julien Riou"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822706,"objectID":"4a5a4ea251a14ee86d1760b7366fe99e","permalink":"https://mlglobalhealth.github.io/publication/grinsztajn-2021-bayesian/","publishdate":"2022-10-20T12:29:22.834268Z","relpermalink":"/publication/grinsztajn-2021-bayesian/","section":"publication","summary":"","tags":[],"title":"Bayesian workflow for disease transmission modeling in Stan","type":"publication"},{"authors":["Swapnil Mishra","Sören Mindermann","Mrinank Sharma","Charles Whittaker","Thomas A Mellan","Thomas Wilton","Dimitra Klapsa","Ryan Mate","Martin Fritzsche","Maria Zambon","Janvi Ahuja","Adam Howes","Xenia Miscouridou","Guy P Nason","Oliver Ratmann","Elizaveta Semenova","Gavin Leech","Julia Fabienne Sandkühler","Charlie Rogers-Smith","Michaela Vollmer","H Juliette T Unwin","Yarin Gal","Meera Chand","Axel Gandy","Javier Martin","Erik Volz","Neil M Ferguson","Samir Bhatt","Jan M Brauner","Seth Flaxman","The COVID-19 Genomics UK (COG-UK) Consortium"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822705,"objectID":"937d95fbf76151496cd2855deca90022","permalink":"https://mlglobalhealth.github.io/publication/mishra-2021-changing/","publishdate":"2022-10-20T12:29:22.607055Z","relpermalink":"/publication/mishra-2021-changing/","section":"publication","summary":"","tags":[],"title":"Changing composition of SARS-CoV-2 lineages and rise of Delta variant in England","type":"publication"},{"authors":["Elizaveta Semenova$^\\dagger$","Maria Luisa Guerriero","Bairu Zhang","Andreas Hock","Philip Hopcroft","Ganesh Kadamur","Avid M Afzal","Stanley E Lazic"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822705,"objectID":"36c6a137f500e2319fec27005a2ed649","permalink":"https://mlglobalhealth.github.io/publication/semenova-2021-flexible/","publishdate":"2022-10-20T12:29:22.493709Z","relpermalink":"/publication/semenova-2021-flexible/","section":"publication","summary":"","tags":[],"title":"Flexible fitting of PROTAC concentration-response curves with changepoint Gaussian Processes","type":"publication"},{"authors":["AF Brito$^*$","E Semenova$^*$","G Dudas$^*$","GW Hassler","CC Kalinich","MUG Kraemer","SC Hill","OG Pybus","C Dye","S Bhatt"," others"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822704,"objectID":"0b22d05b908decf10eea49058efb930d","permalink":"https://mlglobalhealth.github.io/publication/brito-2021-global/","publishdate":"2022-10-20T12:29:22.382147Z","relpermalink":"/publication/brito-2021-global/","section":"publication","summary":"","tags":[],"title":"Global disparities in SARS-CoV-2 genomic surveillance","type":"publication"},{"authors":["Lewis F. Buss","Carlos A. PreteJr.","Claudia M. M. Abrahim","Alfredo MendroneJr.","Tassila Salomon","Cesar de Almeida-Neto","Rafael F. O. Franıfmmode\\mboxç\\elseç\\fia","Maria C. Belotti","Maria P. S. S. Carvalho","Allyson G. Costa","Myuki A. E. Crispim","Suzete C. Ferreira","Nelson A. Fraiji","Susie Gurzenda","Charles Whittaker","Leonardo T. Kamaura","Pedro L. Takecian","Pedro da Silva Peixoto","Marcio K. Oikawa","Anna S. Nishiya","Vanderson Rocha","Nanci A. Salles","Andreza Aruska de Souza Santos","Martirene A. da Silva","Brian Custer","Kris V. Parag","Manoel Barral-Netto","Moritz U. G. Kraemer","Rafael H. M. Pereira","Oliver G. Pybus","Michael P. Busch","Mıfmmode\\acutea\\elseá\\fircia C. Castro","Christopher Dye","Vıfmmode\\acuteımath\\elseí\\fitor H. Nascimento","Nuno Faria","Ester C. Sabino"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822700,"objectID":"18a5fa46b2ca9d3d7a028ac442f9635c","permalink":"https://mlglobalhealth.github.io/publication/buss-2021-jan/","publishdate":"2022-10-20T12:29:20.477823Z","relpermalink":"/publication/buss-2021-jan/","section":"publication","summary":"","tags":[],"title":"Three-quarters attack rate of SARS-CoV-2 in the Brazilian Amazon during a largely unmitigated epidemic","type":"publication"},{"authors":["Lesley Scott","Nei-Yuan Hsiao","Sikhuline Moyo","Lavanya Singh","Houriiyah Tegally","Graeme Dor","Piet Maes","Oliver G Pybus","Moritz UG Kraemer","Elizaveta Semenova"," others"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822706,"objectID":"465e21f8154a470abe9add3d5512c78e","permalink":"https://mlglobalhealth.github.io/publication/scott-2021-track/","publishdate":"2022-10-20T12:29:22.721112Z","relpermalink":"/publication/scott-2021-track/","section":"publication","summary":"","tags":[],"title":"Track Omicron’s spread with molecular data","type":"publication"},{"authors":["Lewis H Mervin","Simon Johansson","Elizaveta Semenova","Kathryn A Giblin","Ola Engkvist"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822707,"objectID":"45649d39ad72a1f1a65ebd4a80d98bbe","permalink":"https://mlglobalhealth.github.io/publication/mervin-2021-uncertainty/","publishdate":"2022-10-20T12:29:22.94698Z","relpermalink":"/publication/mervin-2021-uncertainty/","section":"publication","summary":"","tags":[],"title":"Uncertainty quantification in drug design","type":"publication"},{"authors":["Mikko S Pakkanen","Xenia Miscouridou","T Berah","Swapnil Mishra","TA Mellan","Samir Bhatt"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"3f938f7307adbc0ac127d6ae8d68065b","permalink":"https://mlglobalhealth.github.io/publication/pakkanen-2021-unifying/","publishdate":"2022-10-20T12:29:16.908272Z","relpermalink":"/publication/pakkanen-2021-unifying/","section":"publication","summary":"","tags":[],"title":"Unifying incidence and prevalence under a time-varying general branching process","type":"publication"},{"authors":["Juliette Unwin","Swapnil Mishra","Valerie C. Bradley","Axel Gandy","Thomas A. Mellan","Helen Coupland","Jonathan Ish-Horowicz","Michaela A. C. Vollmer","Charles Whittaker","Sarah L. Filippi","Xiaoyue Xi","Mélodie Monod","Oliver Ratmann","Michael Hutchinson","Fabian Valka","Harrison Zhu","Iwona Hawryluk","Philip Milton","Kylie E. C. Ainslie","Marc Baguelin","Adhiratha Boonyasiri","Nick F. Brazeau","Lorenzo Cattarino","Zulma Cucunuba","Gina Cuomo-Dannenburg","Ilaria Dorigatti","Oliver D. Eales","Jeffrey W. Eaton","Sabine L. van Elsland","Richard G. FitzJohn","Katy A. M. Gaythorpe","William Green","Wes Hinsley","Benjamin Jeffrey","Edward Knock","Daniel J. Laydon","John Lees","Gemma Nedjati-Gilani","Pierre Nouvellet","Lucy Okell","Kris V. Parag","Igor Siveroni","Hayley A. Thompson","Patrick Walker","Caroline E. Walters","Oliver J. Watson","Lilith K. Whittles","Azra C. Ghani","Neil M. Ferguson","Steven Riley","Christl A. Donnelly","Samir Bhatt","Seth Flaxman"],"categories":[],"content":"","date":1606780800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"ca3376aa1200064dd201a37ce1173e87","permalink":"https://mlglobalhealth.github.io/publication/unwin-2020-dec/","publishdate":"2022-10-20T12:29:15.124195Z","relpermalink":"/publication/unwin-2020-dec/","section":"publication","summary":"","tags":[],"title":"State-level tracking of COVID-19 in the United States","type":"publication"},{"authors":["Darlan S. Candido","Ingra M. Claro","Jaqueline G. de Jesus","William M. Souza","Filipe R. R. Moreira","Simon Dellicour","Thomas A. Mellan","Louis du Plessis","Rafael H. M. Pereira","Flavia C. S. Sales","Erika R. Manuli","Julien Thıfmmode\\acutee\\elseé\\fizıfmmode\\acutee\\elseé\\fi","Luiz Almeida","Mariane T. Menezes","Carolina M. Voloch","Marcilio J. Fumagalli","Thaıfmmode\\acuteımath\\elseí\\fis M. Coletti","Camila A. M. da Silva","Mariana S. Ramundo","Mariene R. Amorim","Henrique H. Hoeltgebaum","Swapnil Mishra","Mandev S. Gill","Luiz M. Carvalho","Lewis F. Buss","Carlos A. PreteJr.","Jordan Ashworth","Helder I. Nakaya","Pedro S. Peixoto","Oliver J. Brady","Samuel M. Nicholls","Amilcar Tanuri","ıfmmode\\acuteA\\elseÁ\\fitila D. Rossi","Carlos K. V. Braga","Alexandra L. Gerber","Ana Paula de C. Guimarıfmmode\\tildea\\elseã\\fies","Nelson GaburoJr.","Cecila Salete Alencar","Alessandro C. S. Ferreira","Cristiano X. Lima","Josıfmmode\\acutee\\elseé\\fi Eduardo Levi","Celso Granato","Giulia M. Ferreira","Ronaldo S. FranciscoJr.","Fabiana Granja","Marcia T. Garcia","Maria Luiza Moretti","Mauricio W. PerroudJr.","Terezinha M. P. P. Castiıfmmode\\tilden\\elseñ\\fieiras","Carolina S. Lazari","Sarah C. Hill","Andreza Aruska de Souza Santos","Camila L. Simeoni","Julia Forato","Andrei C. Sposito","Angelica Z. Schreiber","Magnun N. N. Santos","Camila Zolini de Sıfmmode\\acutea\\elseá\\fi","Renan P. Souza","Luciana C. Resende-Moreira","Mauro M. Teixeira","Josy Hubner","Patricia A. F. Leme","Rennan G. Moreira","Maurıfmmode\\acuteımath\\elseí\\ficio L. Nogueira","Diagnosis Brazil-Uk Centre for Arbovirus Discovery","Neil M. Ferguson","Silvia F. Costa","Josıfmmode\\acutee\\elseé\\fi Luiz Proenca-Modena","Ana Tereza R. Vasconcelos","Samir Bhatt","Philippe Lemey","Chieh-Hsi Wu","Andrew Rambaut","Nick J. Loman","Renato S. Aguiar","Oliver G. Pybus","Ester C. Sabino","Nuno Rodrigues Faria"],"categories":[],"content":"","date":1598918400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"de8f807676bbb4b37cc0405a056a1981","permalink":"https://mlglobalhealth.github.io/publication/candido-2020-sep/","publishdate":"2022-10-20T12:29:17.025097Z","relpermalink":"/publication/candido-2020-sep/","section":"publication","summary":"","tags":[],"title":"Evolution and epidemic spread of SARS-CoV-2 in Brazil","type":"publication"},{"authors":["Alexandra B. Hogan","Britta L. Jewell","Ellie Sherrard-Smith","Juan F. Vesga","Oliver J. Watson","Charles Whittaker","Arran Hamlet","Jennifer A. Smith","Peter Winskill","Robert Verity","Marc Baguelin","John A. Lees","Lilith K. Whittles","Kylie E. C. Ainslie","Samir Bhatt","Adhiratha Boonyasiri","Nicholas F. Brazeau","Lorenzo Cattarino","Laura V. Cooper","Helen Coupland","Gina Cuomo-Dannenburg","Amy Dighe","Bimandra A. Djaafara","Christl A. Donnelly","Jeff W. Eaton","Sabine L. van Elsland","Richard G. FitzJohn","Han Fu","Katy A. M. Gaythorpe","William Green","David J. Haw","Sarah Hayes","Wes Hinsley","Natsuko Imai","Daniel J. Laydon","Tara D. Mangal","Thomas A. Mellan","Swapnil Mishra","Gemma Nedjati-Gilani","Kris V. Parag","Hayley A. Thompson","H. Juliette T. Unwin","Michaela A. C. Vollmer","Caroline E. Walters","Haowei Wang","Yuanrong Wang","Xiaoyue Xi","Neil M. Ferguson","Lucy C. Okell","Thomas S. Churcher","Nimalan Arinaminpathy","Azra C. Ghani","Patrick G. T. Walker","Timothy B. Hallett"],"categories":[],"content":"","date":1598918400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822698,"objectID":"2949b5ae9ec8e62b5eeddfcc2d0fde2b","permalink":"https://mlglobalhealth.github.io/publication/hogan-2020-sep/","publishdate":"2022-10-20T12:29:19.784388Z","relpermalink":"/publication/hogan-2020-sep/","section":"publication","summary":"","tags":[],"title":"Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study","type":"publication"},{"authors":["Ellie Sherrard-Smith","Alexandra B. Hogan","Arran Hamlet","Oliver J. Watson","Charlie Whittaker","Peter Winskill","Fatima Ali","Audu B. Mohammad","Perpetua Uhomoibhi","Ibrahim Maikore","Nnenna Ogbulafor","Jamilu Nikau","Mara D. Kont","Joseph D. Challenger","Robert Verity","Ben Lambert","Matthew Cairns","Bhargavi Rao","Marc Baguelin","Lilith K. Whittles","John A. Lees","Sangeeta Bhatia","Edward S. Knock","Lucy Okell","Hannah C. Slater","Azra C. Ghani","Patrick G. T. Walker","Okefu Oyale Okoko","Thomas S. Churcher"],"categories":[],"content":"","date":1598918400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822699,"objectID":"084fafd93443f15a304118cf631c8d37","permalink":"https://mlglobalhealth.github.io/publication/sherrard-smith-2020-sep/","publishdate":"2022-10-20T12:29:20.01116Z","relpermalink":"/publication/sherrard-smith-2020-sep/","section":"publication","summary":"","tags":[],"title":"The potential public health consequences of COVID-19 on malaria in Africa","type":"publication"},{"authors":["William Marciel de Souza","Lewis Fletcher Buss","Darlan da Silva Candido","Jean-Paul Carrera","Sabrina Li","Alexander E. Zarebski","Rafael Henrique Moraes Pereira","Carlos A. Prete","Andreza Aruska de Souza-Santos","Kris V. Parag","Maria Carolina T. D. Belotti","Maria F. Vincenti-Gonzalez","Janey Messina","Flavia Cristina da Silva Sales","Pamela dos Santos Andrade","Vıfmmode\\acuteımath\\elseí\\fitor Heloiz Nascimento","Fabio Ghilardi","Leandro Abade","Bernardo Gutierrez","Moritz U. G. Kraemer","Carlos K. V. Braga","Renato Santana Aguiar","Neal Alexander","Philippe Mayaud","Oliver J. Brady","Izabel Marcilio","Nelson Gouveia","Guangdi Li","Adriana Tami","Silvano Barbosa de Oliveira","Victor Bertollo Gomes Porto","Fabiana Ganem","Walquiria Aparecida Ferreira de Almeida","Francieli Fontana Sutile Tardetti Fantinato","Eduardo Marques Macıfmmode\\acutea\\elseá\\firio","Wanderson Kleber de Oliveira","Mauricio L. Nogueira","Oliver G. Pybus","Chieh-Hsi Wu","Julio Croda","Ester C. Sabino","Nuno Faria"],"categories":[],"content":"","date":159624e4,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822700,"objectID":"98561c8777cda50c2e92692088e48133","permalink":"https://mlglobalhealth.github.io/publication/de-souza-2020-aug/","publishdate":"2022-10-20T12:29:20.594775Z","relpermalink":"/publication/de-souza-2020-aug/","section":"publication","summary":"","tags":[],"title":"Epidemiological and clinical characteristics of the COVID-19 epidemic in Brazil","type":"publication"},{"authors":["Patrick G. T. Walker","Charles Whittaker","Oliver J. Watson","Marc Baguelin","Peter Winskill","Arran Hamlet","Bimandra A. Djafaara","Zulma Cucunubıfmmode\\acutea\\elseá\\fi","Daniela Olivera Mesa","Will Green","Hayley Thompson","Shevanthi Nayagam","Kylie E. C. Ainslie","Sangeeta Bhatia","Samir Bhatt","Adhiratha Boonyasiri","Olivia Boyd","Nicholas F. Brazeau","Lorenzo Cattarino","Gina Cuomo-Dannenburg","Amy Dighe","Christl A. Donnelly","Ilaria Dorigatti","Sabine L. van Elsland","Rich FitzJohn","Han Fu","Katy A. M. Gaythorpe","Lily Geidelberg","Nicholas Grassly","David Haw","Sarah Hayes","Wes Hinsley","Natsuko Imai","David Jorgensen","Edward Knock","Daniel Laydon","Swapnil Mishra","Gemma Nedjati-Gilani","Lucy C. Okell","H. Juliette Unwin","Robert Verity","Michaela Vollmer","Caroline E. Walters","Haowei Wang","Yuanrong Wang","Xiaoyue Xi","David G. Lalloo","Neil M. Ferguson","Azra C. Ghani"],"categories":[],"content":"","date":1593561600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822698,"objectID":"5f6e0b776956d6a62bb7a4b7851e8eb5","permalink":"https://mlglobalhealth.github.io/publication/walker-2020-jul/","publishdate":"2022-10-20T12:29:19.668936Z","relpermalink":"/publication/walker-2020-jul/","section":"publication","summary":"","tags":[],"title":"The impact of COVID-19 and strategies for mitigation and suppression in low- and middle-income countries","type":"publication"},{"authors":["Robert Verity","Lucy C. Okell","Ilaria Dorigatti","Peter Winskill","Charles Whittaker","Natsuko Imai","Gina Cuomo-Dannenburg","Hayley Thompson","Patrick G. T. Walker","Han Fu","Amy Dighe","Jamie T. Griffin","Marc Baguelin","Sangeeta Bhatia","Adhiratha Boonyasiri","Anne Cori","Zulma Cucunubıfmmode\\acutea\\elseá\\fi","Rich FitzJohn","Katy Gaythorpe","Will Green","Arran Hamlet","Wes Hinsley","Daniel Laydon","Gemma Nedjati-Gilani","Steven Riley","Sabine van Elsland","Erik Volz","Haowei Wang","Yuanrong Wang","Xiaoyue Xi","Christl A. Donnelly","Azra C. Ghani","Neil M. Ferguson"],"categories":[],"content":"","date":1590969600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"ca3a1ac00aaf5817e3e18e48d8835d21","permalink":"https://mlglobalhealth.github.io/publication/verity-2020-jun/","publishdate":"2022-10-20T12:29:17.498623Z","relpermalink":"/publication/verity-2020-jun/","section":"publication","summary":"","tags":[],"title":"Estimates of the severity of coronavirus disease 2019: a model-based analysis","type":"publication"},{"authors":["Seth Flaxman","Swapnil Mishra","Axel Gandy","Juliette Unwin","Thomas A. Mellan","Helen Coupland","Charles Whittaker","Harrison Zhu","Tresnia Berah","Jeffrey W. Eaton","Mélodie Monod","Pablo N. Perez-Guzman","Nora Schmit","Lucia Cilloni","Kylie E. C. Ainslie","Marc Baguelin","Adhiratha Boonyasiri","Olivia Boyd","Lorenzo Cattarino","Laura V. Cooper","Zulma Cucunubá","Gina Cuomo-Dannenburg","Amy Dighe","Bimandra Djaafara","Ilaria Dorigatti","Sabine L. van Elsland","Richard G. FitzJohn","Katy A. M. Gaythorpe","Lily Geidelberg","Nicholas C. Grassly","William D. Green","Timothy Hallett","Arran Hamlet","Wes Hinsley","Ben Jeffrey","Edward Knock","Daniel J. Laydon","Gemma Nedjati-Gilani","Pierre Nouvellet","Kris V. Parag","Igor Siveroni","Hayley A. Thompson","Robert Verity","Erik Volz","Caroline E. Walters","Haowei Wang","Yuanrong Wang","Oliver J. Watson","Peter Winskill","Xiaoyue Xi","Patrick GT Walker","Azra C. Ghani","Christl A. Donnelly","Steven M. Riley","Michaela A. C. Vollmer","Neil M. Ferguson","Lucy C. Okell","Samir Bhatt","Imperial College COVID-19 Response Team"],"categories":[],"content":"","date":1590969600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"733f44fa23293c0a43ce78da25a5be3b","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2020/","publishdate":"2022-10-20T12:29:15.241372Z","relpermalink":"/publication/flaxman-2020/","section":"publication","summary":"Following the emergence of a novel coronavirus1 (SARS-CoV-2) and its spread outside of China, Europe has experienced large epidemics. In response, many European countries have implemented unprecedented non-pharmaceutical interventions such as closure of schools and national lockdowns. We study the impact of major interventions across 11 European countries for the period from the start of COVID-19 until the 4th of May 2020 when lockdowns started to be lifted. Our model calculates backwards from observed deaths to estimate transmission that occurred several weeks prior, allowing for the time lag between infection and death. We use partial pooling of information between countries with both individual and shared effects on the reproduction number. Pooling allows more information to be used, helps overcome data idiosyncrasies, and enables more timely estimates. Our model relies on fixed estimates of some epidemiological parameters such as the infection fatality rate, does not include importation or subnational variation and assumes that changes in the reproduction number are an immediate response to interventions rather than gradual changes in behavior. Amidst the ongoing pandemic, we rely on death data that is incomplete, with systematic biases in reporting, and subject to future consolidation. We estimate that, for all the countries we consider, current interventions have been sufficient to drive the reproduction number $$R_t$$Rt below 1 (probability $$R_tbackslash,$$Rt\u003c 1.0 is 99.9%) and achieve epidemic control. We estimate that, across all 11 countries, between 12 and 15 million individuals have been infected with SARS-CoV-2 up to 4th May, representing between 3.2% and 4.0% of the population. Our results show that major non-pharmaceutical interventions and lockdown in particular have had a large effect on reducing transmission. Continued intervention should be considered to keep transmission of SARS-CoV-2 under control.","tags":[],"title":"Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe","type":"publication"},{"authors":["Adrien Todeschini","Xenia Miscouridou","François Caron"],"categories":[],"content":"","date":1585699200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822703,"objectID":"a2c4bc8b6286ca8977a4486a3f095c7c","permalink":"https://mlglobalhealth.github.io/publication/todeschini-2020-apr/","publishdate":"2022-10-20T12:29:21.912801Z","relpermalink":"/publication/todeschini-2020-apr/","section":"publication","summary":"","tags":[],"title":"Exchangeable random measures for sparse and modular graphs with overlapping communities","type":"publication"},{"authors":["Oliver Ratmann","Joseph Kagaayi","Matthew Hall","Tanya Golubchick","Godfrey Kigozi","Xiaoyue Xi","Chris Wymant","Gertrude Nakigozi","Lucie Abeler-Dıfmmode\\ddoto\\elseö\\firner","David Bonsall","Astrid Gall","Anne Hoppe","Paul Kellam","Jeremiah Bazaale","Sarah Kalibbala","Oliver Laeyendecker","Justin Lessler","Fred Nalugoda","Larry W. Chang","Tulio de Oliveira","Deenan Pillay","Thomas C. Quinn","Steven J. Reynolds","Simon E. F. Spencer","Robert Ssekubugu","David Serwadda","Maria J. Wawer","Ronald H. Gray","Christophe Fraser","M. Kate Grabowski","Helen Ayles","Rory Bowden","Vincent Calvez","Myron Cohen","Anne Dennis","Max Essex","Sarah Fidler","Dan Frampton","Richard Hayes","Josh Herbeck","Pontiano Kaleebu","Cissy Kityo","Jairam Lingappa","Vladimir Novitsky","Nick Paton","Andrew Rambaut","Janet Seeley","Deogratius Ssemwanga","Frank Tanser","Tom Lutalo","Ronald Galiwango","Fred Makumbi","Nelson K. Sewankambo","Dorean Nabukalu","Anthony Ndyanabo","Joseph Ssekasanvu","Hadijja Nakawooya","Jessica Nakukumba","Grace N. Kigozi","Betty S. Nantume","Nampijja Resty","Jedidah Kambasu","Margaret Nalugemwa","Regina Nakabuye","Lawrence Ssebanobe","Justine Nankinga","Adrian Kayiira","Gorreth Nanfuka","Ruth Ahimbisibwe","Stephen Tomusange","Ronald M. Galiwango","Margaret Nakalanzi","Joseph O. Otobi","Denis Ankunda","Joseph L. Ssembatya","John B. Ssemanda","Emmanuel Kato","Robert Kairania","Alice Kisakye","James Batte","James Ludigo","Abisagi Nampijja","Steven Watya","Kighoma Nehemia","e̊lax Sr. AnyokotMargaret","Joshua Mwinike","George Kibumba","Paschal Ssebowa","George Mondo","Francis Wasswa","Agnes Nantongo","Rebecca Kakembo","Josephine Galiwango","Geoffrey Ssemango","Andrew D. Redd","John Santelli","Caitlin E. Kennedy","Jennifer Wagman","Aaron Tobian"],"categories":[],"content":"","date":1583020800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822701,"objectID":"23252da287d363cdd4bbd8597cd92d8d","permalink":"https://mlglobalhealth.github.io/publication/ratmann-2020-mar/","publishdate":"2022-10-20T12:29:21.210469Z","relpermalink":"/publication/ratmann-2020-mar/","section":"publication","summary":"","tags":[],"title":"Quantifying HIV transmission flow between high-prevalence hotspots and surrounding communities: a population-based study in Rakai, Uganda","type":"publication"},{"authors":["Isobel Routledge","Shengjie Lai","Katherine E. Battle","Azra C. Ghani","Manuel Gomez-Rodriguez","Kyle B. Gustafson","Swapnil Mishra","Juliette Unwin","Joshua L. Proctor","Andrew J. Tatem","Zhongjie Li","Samir Bhatt"],"categories":[],"content":"","date":1583020800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"faa6290b35c4cc60de3484a09122b749","permalink":"https://mlglobalhealth.github.io/publication/routledge-2020-mar/","publishdate":"2022-10-20T12:29:17.622068Z","relpermalink":"/publication/routledge-2020-mar/","section":"publication","summary":"","tags":[],"title":"Tracking progress towards malaria elimination in China: Individual-level estimates of transmission and its spatiotemporal variation using a diffusion network approach","type":"publication"},{"authors":["Elizaveta Semenova$^\\dagger$","Dominic P Williams","Avid M Afzal","Stanley E Lazic"],"categories":[],"content":"","date":1577836800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822707,"objectID":"e4217013f1c7912d8460df6785cdb824","permalink":"https://mlglobalhealth.github.io/publication/semenova-2020-bayesian/","publishdate":"2022-10-20T12:29:23.061051Z","relpermalink":"/publication/semenova-2020-bayesian/","section":"publication","summary":"","tags":[],"title":"A Bayesian neural network for toxicity prediction","type":"publication"},{"authors":["Stanley E Lazic","Elizaveta Semenova","Dominic P Williams"],"categories":[],"content":"","date":1577836800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822708,"objectID":"08338451aa9237523911ea8415e72903","permalink":"https://mlglobalhealth.github.io/publication/lazic-2020-determining/","publishdate":"2022-10-20T12:29:23.188643Z","relpermalink":"/publication/lazic-2020-determining/","section":"publication","summary":"","tags":[],"title":"Determining organ weight toxicity with Bayesian causal models: Improving on the analysis of relative organ weights","type":"publication"},{"authors":["Anastasia Chatzilena","Edwin van Leeuwen","Oliver Ratmann","Marc Baguelin","Nikolaos Demiris"],"categories":[],"content":"","date":1575158400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822702,"objectID":"94276ddaacd82a10fc5fabefb5998993","permalink":"https://mlglobalhealth.github.io/publication/chatzilena-2019-dec/","publishdate":"2022-10-20T12:29:21.682612Z","relpermalink":"/publication/chatzilena-2019-dec/","section":"publication","summary":"","tags":[],"title":"Contemporary statistical inference for infectious disease models using Stan","type":"publication"},{"authors":["Seth Flaxman","Michael Chirico","Pau Pereira","Charles Loeffler"],"categories":[],"content":"","date":1575158400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822696,"objectID":"93525390f8234af28d3ec15ae4def3f8","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2019-dec/","publishdate":"2022-10-20T12:29:18.885781Z","relpermalink":"/publication/flaxman-2019-dec/","section":"publication","summary":"","tags":[],"title":"Scalable high-resolution forecasting of sparse spatiotemporal events with kernel methods: A winning solution to the NIJ “Real-Time Crime Forecasting Challenge”","type":"publication"},{"authors":["Lucy S. Tusting","Donal Bisanzio","Graham Alabaster","Ewan Cameron","Richard Cibulskis","Michael Davies","Seth Flaxman","Harry S. Gibson","Jakob Knudsen","Charles Mbogo","Fredros O. Okumu","Lorenz von Seidlein","Daniel J. Weiss","Steve W. Lindsay","Peter W. Gething","Samir Bhatt"],"categories":[],"content":"","date":1554076800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"0446bd053182cbd90a96b666f5db6415","permalink":"https://mlglobalhealth.github.io/publication/tusting-2019-apr/","publishdate":"2022-10-20T12:29:17.735604Z","relpermalink":"/publication/tusting-2019-apr/","section":"publication","summary":"","tags":[],"title":"Mapping changes in housing in sub-Saharan Africa from 2000 to 2015","type":"publication"},{"authors":["Oliver Ratmann","M. Kate Grabowski","Matthew Hall","Tanya Golubchik","Chris Wymant","Lucie Abeler-Dıfmmode\\ddoto\\elseö\\firner","David Bonsall","Anne Hoppe","Andrew Leigh Brown","Tulio de Oliveira","Astrid Gall","Paul Kellam","Deenan Pillay","Joseph Kagaayi","Godfrey Kigozi","Thomas C. Quinn","Maria J. Wawer","Oliver Laeyendecker","David Serwadda","Ronald H. Gray","Christophe Fraser","Helen Ayles","Rory Bowden","Vincent Calvez","Myron Cohen","Ann Dennis","Max Essex","Sarah Fidler","Daniel Frampton","Richard Hayes","Joshua T. Herbeck","Pontiano Kaleebu","Cissy Kityo","Jairam Lingappa","Vladimir Novitsky","Nick Paton","Andrew Rambaut","Janet Seeley","Deogratius Ssemwanga","Frank Tanser","Gertrude Nakigozi","Robert Ssekubugu","Fred Nalugoda","Tom Lutalo","Ronald Galiwango","Fred Makumbi","Nelson K. Sewankambo","Aaron A. R. Tobian","Steven J. Reynolds","Larry W. Chang","Dorean Nabukalu","Anthony Ndyanabo","Joseph Ssekasanvu","Hadijja Nakawooya","Jessica Nakukumba","Grace N. Kigozi","Betty S. Nantume","Nampijja Resty","Jedidah Kambasu","Margaret Nalugemwa","Regina Nakabuye","Lawrence Ssebanobe","Justine Nankinga","Adrian Kayiira","Gorreth Nanfuka","Ruth Ahimbisibwe","Stephen Tomusange","Ronald M. Galiwango","Sarah Kalibbali","Margaret Nakalanzi","Joseph Ouma Otobi","Denis Ankunda","Joseph Lister Ssembatya","John Baptist Ssemanda","Robert Kairania","Emmanuel Kato","Alice Kisakye","James Batte","James Ludigo","Abisagi Nampijja","Steven Watya","Kighoma Nehemia","Margaret Anyokot","Joshua Mwinike","George Kibumba","Paschal Ssebowa","George Mondo","Francis Wasswa","Agnes Nantongo","Rebecca Kakembo","Josephine Galiwango","Geoffrey Ssemango","Andrew D. Redd","John Santelli","Caitlin E. Kennedy","Jennifer Wagman","PANGEA Consortium","Rakai Health Sciences Program"],"categories":[],"content":"","date":1551398400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822702,"objectID":"318e6ca4e1692aa57bc0c0e0e3ff5acc","permalink":"https://mlglobalhealth.github.io/publication/ratmann-2019-mar/","publishdate":"2022-10-20T12:29:21.328987Z","relpermalink":"/publication/ratmann-2019-mar/","section":"publication","summary":"","tags":[],"title":"Inferring HIV-1 transmission networks and sources of epidemic spread in Africa with deep-sequence phylogenetic analysis","type":"publication"},{"authors":["Dominic P Williams","Stanley E Lazic","Alison J Foster","Elizaveta Semenova","Paul Morgan"],"categories":[],"content":"","date":1546300800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822708,"objectID":"4818f9418e34df7a4a8486e1dc7fc38b","permalink":"https://mlglobalhealth.github.io/publication/williams-2019-predicting/","publishdate":"2022-10-20T12:29:23.308022Z","relpermalink":"/publication/williams-2019-predicting/","section":"publication","summary":"","tags":[],"title":"Predicting drug-induced liver injury with Bayesian machine learning","type":"publication"},{"authors":["Charles Loeffler","Seth Flaxman"],"categories":[],"content":"","date":1543622400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822696,"objectID":"eac6292efd3e728326a0581ee1fdeee7","permalink":"https://mlglobalhealth.github.io/publication/loeffler-2018-dec/","publishdate":"2022-10-20T12:29:18.773911Z","relpermalink":"/publication/loeffler-2018-dec/","section":"publication","summary":"","tags":[],"title":"Is Gun Violence Contagious? A Spatiotemporal Test","type":"publication"},{"authors":["Jean-Francois Ton","Seth Flaxman","Dino Sejdinovic","Samir Bhatt"],"categories":[],"content":"","date":1543622400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822697,"objectID":"cdd1659ec6a6e7b2a2ec29bfc7b83e10","permalink":"https://mlglobalhealth.github.io/publication/ton-2018-dec/","publishdate":"2022-10-20T12:29:19.219491Z","relpermalink":"/publication/ton-2018-dec/","section":"publication","summary":"","tags":[],"title":"Spatial mapping with Gaussian processes and nonstationary Fourier features","type":"publication"},{"authors":["Xenia Miscouridou","Adler Perotte","Noemie Elhadad","Rajesh Ranganath"],"categories":[],"content":"","date":1541030400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822704,"objectID":"3975a7c17935a8b0dd6b43ea38395040","permalink":"https://mlglobalhealth.github.io/publication/miscouridou-2018-nov/","publishdate":"2022-10-20T12:29:22.031029Z","relpermalink":"/publication/miscouridou-2018-nov/","section":"publication","summary":"","tags":[],"title":"Deep Survival Analysis: Nonparametrics and Missingness","type":"publication"},{"authors":["Robert F. Lachlan","Oliver Ratmann","Stephen Nowicki"],"categories":[],"content":"","date":1527811200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822702,"objectID":"77d4b2a80b40c503a357ee15dc50ba9b","permalink":"https://mlglobalhealth.github.io/publication/lachlan-2018-jun/","publishdate":"2022-10-20T12:29:21.456642Z","relpermalink":"/publication/lachlan-2018-jun/","section":"publication","summary":"","tags":[],"title":"Cultural conformity generates extremely stable traditions in bird song","type":"publication"},{"authors":["Isobel Routledge","Josıfmmode\\acutee\\elseé\\fi Eduardo Romero Chevıfmmode\\acutee\\elseé\\fiz","Zulma M. Cucunubıfmmode\\acutea\\elseá\\fi","Manuel Gomez Rodriguez","Caterina Guinovart","Kyle B. Gustafson","Kammerle Schneider","Patrick G. T. Walker","Azra C. Ghani","Samir Bhatt"],"categories":[],"content":"","date":1527811200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"3a060ecdb48f24d9c50380ab8e8602a6","permalink":"https://mlglobalhealth.github.io/publication/routledge-2018-jun/","publishdate":"2022-10-20T12:29:17.848209Z","relpermalink":"/publication/routledge-2018-jun/","section":"publication","summary":"","tags":[],"title":"Estimating spatiotemporally varying malaria reproduction numbers in a near elimination setting","type":"publication"},{"authors":["Ho Chung Leon Law","Danica J. Sutherland","Dino Sejdinovic","Seth Flaxman"],"categories":[],"content":"","date":1519862400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822697,"objectID":"d939526b9848fd8b89ef72d75a5037f8","permalink":"https://mlglobalhealth.github.io/publication/law-2018-mar/","publishdate":"2022-10-20T12:29:19.443294Z","relpermalink":"/publication/law-2018-mar/","section":"publication","summary":"","tags":[],"title":"Bayesian Approaches to Distribution Regression","type":"publication"},{"authors":["Chris Wymant","Matthew Hall","Oliver Ratmann","David Bonsall","Tanya Golubchik","Mariateresa de Cesare","Astrid Gall","Marion Cornelissen","Christophe Fraser","The Maela Pneumococcal Collaboration, The BEEHIVE Collaboration STOP-HCV Consortium"],"categories":[],"content":"","date":1519862400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822702,"objectID":"ea51753e56f9e3ea0c81a98231e80e4f","permalink":"https://mlglobalhealth.github.io/publication/wymant-2018-mar/","publishdate":"2022-10-20T12:29:21.568044Z","relpermalink":"/publication/wymant-2018-mar/","section":"publication","summary":"","tags":[],"title":"PHYLOSCANNER: Inferring Transmission from Within- and Between-Host Pathogen Genetic Diversity","type":"publication"},{"authors":["Swapnil Mishra","Marian-Andrei Rizoiu","Lexing Xie"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"c291ea27fa5821df6811df61524a3878","permalink":"https://mlglobalhealth.github.io/publication/mishra-2018-modeling/","publishdate":"2022-10-20T12:29:15.58789Z","relpermalink":"/publication/mishra-2018-modeling/","section":"publication","summary":"","tags":[],"title":"Modeling popularity in asynchronous social media streams with recurrent neural networks","type":"publication"},{"authors":["Xenia Miscouridou","Francois Caron","Yee Whye Teh"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822703,"objectID":"74ddbf0510a4aec62cf9a3bcc1eb921f","permalink":"https://mlglobalhealth.github.io/publication/miscouridou-2018/","publishdate":"2022-10-20T12:29:21.798543Z","relpermalink":"/publication/miscouridou-2018/","section":"publication","summary":"","tags":[],"title":"Modelling sparsity, heterogeneity, reciprocity and community structure in temporal interaction data","type":"publication"},{"authors":["Marian-Andrei Rizoiu","Swapnil Mishra","Quyu Kong","Mark Carman","Lexing Xie"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"5fecdb54e4c71c694a8c8302807d9948","permalink":"https://mlglobalhealth.github.io/publication/10-1145-3178876-3186108/","publishdate":"2022-10-20T12:29:15.474388Z","relpermalink":"/publication/10-1145-3178876-3186108/","section":"publication","summary":"","tags":["temporal point processes","diffusions in finite population","diffusion size prediction","epidemic models"],"title":"SIR-Hawkes: Linking Epidemic Models and Hawkes Processes to Model Diffusions in Finite Populations","type":"publication"},{"authors":["Gianluca Crippa","Elizaveta Semenova","Stefano Spirito"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822709,"objectID":"df61541412d298242af9e120a59bec36","permalink":"https://mlglobalhealth.github.io/publication/crippa-2018-strong/","publishdate":"2022-10-20T12:29:23.547651Z","relpermalink":"/publication/crippa-2018-strong/","section":"publication","summary":"","tags":[],"title":"Strong continuity for the 2D Euler equations","type":"publication"},{"authors":["Ho Chung Law","Dino Sejdinovic","Ewan Cameron","Tim Lucas","Seth Flaxman","Katherine Battle","Kenji Fukumizu"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822698,"objectID":"f9418059efa0b767d4cd6f6cfa5a7748","permalink":"https://mlglobalhealth.github.io/publication/law-2018/","publishdate":"2022-10-20T12:29:19.556727Z","relpermalink":"/publication/law-2018/","section":"publication","summary":"","tags":[],"title":"Variational Learning on Aggregate Outputs with Gaussian Processes","type":"publication"},{"authors":["Seth Flaxman","Rupert R. A. Bourne","Serge Resnikoff","Peter Ackland","Tasanee Braithwaite","Maria V. Cicinelli","Aditi Das","Jost B. Jonas","Jill Keeffe","John H. Kempen","Janet Leasher","Hans Limburg","Kovin Naidoo","Konrad Pesudovs","Alex Silvester","Gretchen A. Stevens","Nina Tahhan","Tien Y. Wong","Hugh R. Taylor","Rupert Bourne","Peter Ackland","Aries Arditi","Yaniv Barkana","Banu Bozkurt","Tasanee Braithwaite","Alain Bron","Donald Budenz","Feng Cai","Robert Casson","Usha Chakravarthy","Jaewan Choi","Maria Vittoria Cicinelli","Nathan Congdon","Reza Dana","Rakhi Dandona","Lalit Dandona","Aditi Das","Iva Dekaris","Monte Del Monte","Jenny Deva","Laura Dreer","Leon Ellwein","Marcela Frazier","Kevin Frick","David Friedman","Joao Furtado","Hua Gao","Gus Gazzard","Ronnie George","Stephen Gichuhi","Victor Gonzalez","Billy Hammond","Mary Elizabeth Hartnett","Minguang He","James Hejtmancik","Flavio Hirai","John Huang","April Ingram","Jonathan Javitt","Jost Jonas","Charlotte Joslin","Jill Keeffe","John Kempen","Moncef Khairallah","Rohit Khanna","Judy Kim","George Lambrou","Van Charles Lansingh","Paolo Lanzetta","Janet Leasher","Jennifer Lim","Hans Limburg","Kaweh Mansouri","Anu Mathew","Alan Morse","Beatriz Munoz","David Musch","Kovin Naidoo","Vinay Nangia","Maria Palaiou","Maurizio Battaglia Parodi","Fernando Yaacov Pena","Konrad Pesudovs","Tunde Peto","Harry Quigley","Murugesan Raju","Pradeep Ramulu","Zane Rankin","Serge Resnikoff","Dana Reza","Alan Robin","Luca Rossetti","Jinan Saaddine","Mya Sandar","Janet Serle","Tueng Shen","Rajesh Shetty","Pamela Sieving","Juan Carlos Silva","Alex Silvester","Rita S. Sitorus","Dwight Stambolian","Gretchen Stevens","Hugh Taylor","Jaime Tejedor","James Tielsch","Miltiadis Tsilimbaris","Jan van Meurs","Rohit Varma","Gianni Virgili","Ya Xing Wang","Ning-Li Wang","Sheila West","Peter Wiedemann","Tien Wong","Richard Wormald","Yingfeng Zheng"],"categories":[],"content":"","date":1512086400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"662d00a48701f6aba0c10726625b260c","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2017-dec/","publishdate":"2022-10-20T12:29:17.961728Z","relpermalink":"/publication/flaxman-2017-dec/","section":"publication","summary":"","tags":[],"title":"Global causes of blindness and distance vision impairment 1990–2020: a systematic review and meta-analysis","type":"publication"},{"authors":["Bryce Goodman","Seth Flaxman"],"categories":[],"content":"","date":1506816e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"32d2decc4499a31c579910ac58b098b9","permalink":"https://mlglobalhealth.github.io/publication/goodman-2017-oct/","publishdate":"2022-10-20T12:29:18.202339Z","relpermalink":"/publication/goodman-2017-oct/","section":"publication","summary":"","tags":[],"title":"European Union Regulations on Algorithmic Decision-Making and a “Right to Explanation”","type":"publication"},{"authors":["Charles Whittaker","Caroline Dean"],"categories":[],"content":"","date":1506816e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822698,"objectID":"1ba9a88b787e838f22dea81ad3cdb058","permalink":"https://mlglobalhealth.github.io/publication/whittaker-2017-oct/","publishdate":"2022-10-20T12:29:19.899227Z","relpermalink":"/publication/whittaker-2017-oct/","section":"publication","summary":"","tags":[],"title":"The FLC Locus: A Platform for Discoveries in Epigenetics and Adaptation","type":"publication"},{"authors":["Rupert R. A. Bourne","Seth Flaxman","Tasanee Braithwaite","Maria V. Cicinelli","Aditi Das","Jost B. Jonas","Jill Keeffe","John H. Kempen","Janet Leasher","Hans Limburg","Kovin Naidoo","Konrad Pesudovs","Serge Resnikoff","Alex Silvester","Gretchen A. Stevens","Nina Tahhan","Tien Y. Wong","Hugh R. Taylor","Rupert Bourne","Peter Ackland","Aries Arditi","Yaniv Barkana","Banu Bozkurt","Tasanee Braithwaite","Alain Bron","Donald Budenz","Feng Cai","Robert Casson","Usha Chakravarthy","Jaewan Choi","Maria Vittoria Cicinelli","Nathan Congdon","Reza Dana","Rakhi Dandona","Lalit Dandona","Aditi Das","Iva Dekaris","Monte Del Monte","Jenny Deva","Laura Dreer","Leon Ellwein","Marcela Frazier","Kevin Frick","David Friedman","Joao Furtado","Hua Gao","Gus Gazzard","Ronnie George","Stephen Gichuhi","Victor Gonzalez","Billy Hammond","Mary Elizabeth Hartnett","Minguang He","James Hejtmancik","Flavio Hirai","John Huang","April Ingram","Jonathan Javitt","Jost Jonas","Charlotte Joslin","Jill Keeffe","John Kempen","Moncef Khairallah","Rohit Khanna","Judy Kim","George Lambrou","Van Charles Lansingh","Paolo Lanzetta","Janet Leasher","Jennifer Lim","Hans Limburg","Kaweh Mansouri","Anu Mathew","Alan Morse","Beatriz Munoz","David Musch","Kovin Naidoo","Vinay Nangia","Maria Palaiou","Maurizio Battaglia Parodi","Fernando Yaacov Pena","Konrad Pesudovs","Tunde Peto","Harry Quigley","Murugesan Raju","Pradeep Ramulu","Serge Resnikoff","Alan Robin","Luca Rossetti","Jinan Saaddine","Mya Sandar","Janet Serle","Tueng Shen","Rajesh Shetty","Pamela Sieving","Juan Carlos Silva","Alex Silvester","Rita S. Sitorus","Dwight Stambolian","Gretchen Stevens","Hugh Taylor","Jaime Tejedor","James Tielsch","Miltiadis Tsilimbaris","Jan van Meurs","Rohit Varma","Gianni Virgili","Jimmy Volmink","Ya Xing Wang","Ning-Li Wang","Sheila West","Peter Wiedemann","Tien Wong","Richard Wormald","Yingfeng Zheng"],"categories":[],"content":"","date":1504224e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"63739cfe685f3244f2280437ed924b6f","permalink":"https://mlglobalhealth.github.io/publication/bourne-2017-sep/","publishdate":"2022-10-20T12:29:18.08226Z","relpermalink":"/publication/bourne-2017-sep/","section":"publication","summary":"","tags":[],"title":"Magnitude, temporal trends, and projections of the global prevalence of blindness and distance and near vision impairment: a systematic review and meta-analysis","type":"publication"},{"authors":["Nuno Faria","J. Quick","I. M. Claro","J. Thıfmmode\\acutee\\elseé\\fizıfmmode\\acutee\\elseé\\fi","J. G. de Jesus","M. Giovanetti","M. U. G. Kraemer","S. C. Hill","A. Black","A. C. da Costa","L. C. Franco","S. P. Silva","C.-H. Wu","J. Raghwani","S. Cauchemez","L. du Plessis","M. P. Verotti","W. K. de Oliveira","E. H. Carmo","G. E. Coelho","A. C. F. S. Santelli","L. C. Vinhal","C. M. Henriques","J. T. Simpson","M. Loose","K. G. Andersen","N. D. Grubaugh","S. Somasekar","C. Y. Chiu","J. E. Muıfmmode\\tilden\\elseñ\\fioz-Medina","C. R. Gonzalez-Bonilla","C. F. Arias","L. L. Lewis-Ximenez","S. A. Baylis","A. O. Chieppe","S. F. Aguiar","C. A. Fernandes","P. S. Lemos","B. L. S. Nascimento","H. A. O. Monteiro","I. C. Siqueira","M. G. de Queiroz","T. R. de Souza","J. F. Bezerra","M. R. Lemos","G. F. Pereira","D. Loudal","L. C. Moura","R. Dhalia","R. F. Franıfmmode\\mboxç\\elseç\\fia","T. Magalhıfmmode\\tildea\\elseã\\fies","E. T. Marques","T. Jaenisch","G. L. Wallau","M. C. de Lima","V. Nascimento","E. M. de Cerqueira","M. M. de Lima","D. L. Mascarenhas","J. P. Moura Neto","A. S. Levin","T. R. Tozetto-Mendoza","S. N. Fonseca","M. C. Mendes-Correa","F. P. Milagres","A. Segurado","E. C. Holmes","A. Rambaut","T. Bedford","M. R. T. Nunes","E. C. Sabino","L. C. J. Alcantara","N. J. Loman","O. G. Pybus"],"categories":[],"content":"","date":1496275200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822701,"objectID":"461ca2fa027140d4e0fe45adf70ee02d","permalink":"https://mlglobalhealth.github.io/publication/faria-2017-jun/","publishdate":"2022-10-20T12:29:20.981008Z","relpermalink":"/publication/faria-2017-jun/","section":"publication","summary":"","tags":[],"title":"Establishment and cryptic transmission of Zika virus in Brazil and the Americas","type":"publication"},{"authors":["Seth Flaxman","Yee Whye Teh","Dino Sejdinovic"],"categories":[],"content":"","date":1491004800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822697,"objectID":"9ecf81fee9906cb743530641c4e0a1c4","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2017-apr/","publishdate":"2022-10-20T12:29:19.33155Z","relpermalink":"/publication/flaxman-2017-apr/","section":"publication","summary":"","tags":[],"title":"Poisson intensity estimation with reproducing kernels","type":"publication"},{"authors":["Marian-Andrei Rizoiu","Young Lee","Swapnil Mishra","Lexing Xie"],"categories":[],"content":"","date":1483228800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"0da24bb04baee1e826aab01e1e00f876","permalink":"https://mlglobalhealth.github.io/publication/10-1145-3122865-3122874/","publishdate":"2022-10-20T12:29:15.703561Z","relpermalink":"/publication/10-1145-3122865-3122874/","section":"publication","summary":"","tags":[],"title":"Hawkes Processes for Events in Social Media","type":"publication"},{"authors":["Nuno Faria","Raimunda do Socorro da Silva Azevedo","Moritz U. G. Kraemer","Renato Souza","Mariana Sequetin Cunha","Sarah C. Hill","Julien Thıfmmode\\acutee\\elseé\\fizıfmmode\\acutee\\elseé\\fi","Michael B. Bonsall","Thomas A. Bowden","Ilona Rissanen","Iray Maria Rocco","Juliana Silva Nogueira","Adriana Yurika Maeda","Fernanda Giseli da Silva Vasami","Fernando Luiz de Lima Macedo","Akemi Suzuki","Sueli Guerreiro Rodrigues","Ana Cecilia Ribeiro Cruz","Bruno Tardeli Nunes","Daniele Barbosa de Almeida Medeiros","Daniela Sueli Guerreiro Rodrigues","Alice Louize Nunes Queiroz","Eliana Vieira Pinto da Silva","Daniele Freitas Henriques","Elisabeth Salbe Travassos da Rosa","Consuelo Silva de Oliveira","Livia Caricio Martins","Helena Baldez Vasconcelos","Livia Medeiros Neves Casseb","Darlene de Brito Simith","Jane P. Messina","Leandro Abade","Josıfmmode\\acutee\\elseé\\fi Lourenıfmmode\\mboxç\\elseç\\fio","Luiz Carlos Junior Alcantara","Maricıfmmode\\acutee\\elseé\\filia Maia de Lima","Marta Giovanetti","Simon I. Hay","Rodrigo Santos de Oliveira","Poliana da Silva Lemos","Layanna Freitas de Oliveira","Clayton Pereira Silva de Lima","Sandro Patroca da Silva","Janaina Mota de Vasconcelos","Luciano Franco","Jedson Ferreira Cardoso","Joıfmmode\\tildea\\elseã\\fio Lıfmmode\\acuteımath\\elseí\\fidio da Silva Gonıfmmode\\mboxç\\elseç\\fialves Vianez-Jıfmmode\\acuteu\\elseú\\finior","Daiana Mir","Gonzalo Bello","Edson Delatorre","Kamran Khan","Marisa Creatore","Giovanini Evelim Coelho","Wanderson Kleber de Oliveira","Robert Tesh","Oliver G. Pybus","Marcio R. T. Nunes","Pedro F. C. Vasconcelos"],"categories":[],"content":"","date":1459468800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822700,"objectID":"ef22f46f79f9ec69748c2a57d59b19ac","permalink":"https://mlglobalhealth.github.io/publication/faria-2016-apr/","publishdate":"2022-10-20T12:29:20.713316Z","relpermalink":"/publication/faria-2016-apr/","section":"publication","summary":"","tags":[],"title":"Zika virus in the Americas: Early epidemiological and genetic findings","type":"publication"},{"authors":["Swapnil Mishra","Marian-Andrei Rizoiu","Lexing Xie"],"categories":[],"content":"","date":1451606400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"a7191768e879d98085e6a8f9ded5b2d7","permalink":"https://mlglobalhealth.github.io/publication/swapnilcikm-2016/","publishdate":"2022-10-20T12:29:15.361119Z","relpermalink":"/publication/swapnilcikm-2016/","section":"publication","summary":"","tags":["information diffusion","cascade prediction","social media","self-exciting point process"],"title":"Feature Driven and Point Process Approaches for Popularity Prediction","type":"publication"},{"authors":["Marcio Roberto Teixeira Nunes","Nuno Faria","Janaina Mota de Vasconcelos","Nick Golding","Moritz U. G. Kraemer","Layanna Freitas de Oliveira","Raimunda do Socorro da Silva Azevedo","Daisy Elaine Andrade da Silva","Eliana Vieira Pinto da Silva","Sandro Patroca da Silva","Valıfmmode\\acutee\\elseé\\firia Lima Carvalho","Giovanini Evelim Coelho","Ana Cecıfmmode\\acuteımath\\elseí\\filia Ribeiro Cruz","Sueli Guerreiro Rodrigues","Joao Lıfmmode\\acuteımath\\elseí\\fidio da Silva Gonıfmmode\\mboxç\\elseç\\fialves Vianez","Bruno Tardelli Diniz Nunes","Jedson Ferreira Cardoso","Robert B. Tesh","Simon I. Hay","Oliver G. Pybus","Pedro Fernando da Costa Vasconcelos"],"categories":[],"content":"","date":1448928e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822701,"objectID":"480c4fc754c74dfcaf828a0191c6d750","permalink":"https://mlglobalhealth.github.io/publication/nunes-2015-dec/","publishdate":"2022-10-20T12:29:21.098207Z","relpermalink":"/publication/nunes-2015-dec/","section":"publication","summary":"","tags":[],"title":"Emergence and potential for spread of Chikungunya virus in Brazil","type":"publication"},{"authors":["Moncef Khairallah","Rim Kahloun","Rupert Bourne","Hans Limburg","Seth Flaxman","Jost B. Jonas","Jill Keeffe","Janet Leasher","Kovin Naidoo","Konrad Pesudovs","Holly Price","Richard A. White","Tien Y. Wong","Serge Resnikoff","Hugh R. Taylor","for the Vision Loss Expert Group of the Global Burden of Disease Study"],"categories":[],"content":"","date":1443657600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"4479dc2e707cef53086e82bc03e5b03f","permalink":"https://mlglobalhealth.github.io/publication/khairallah-2015-oct/","publishdate":"2022-10-20T12:29:18.434313Z","relpermalink":"/publication/khairallah-2015-oct/","section":"publication","summary":"","tags":[],"title":"Number of People Blind or Visually Impaired by Cataract Worldwide and in World Regions, 1990 to 2010","type":"publication"},{"authors":["S. Bhatt","D. J. Weiss","E. Cameron","D. Bisanzio","B. Mappin","U. Dalrymple","K. E. Battle","C. L. Moyes","A. Henry","P. A. Eckhoff","E. A. Wenger","O. Briët","M. A. Penny","T. A. Smith","A. Bennett","J. Yukich","T. P. Eisele","J. T. Griffin","C. A. Fergus","M. Lynch","F. Lindgren","J. M. Cohen","C. L. J. Murray","D. L. Smith","S. I. Hay","R. E. Cibulskis","P. W. Gething"],"categories":[],"content":"","date":1443657600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"5d3ab6e36bdd4297d8ad1120b627290d","permalink":"https://mlglobalhealth.github.io/publication/bhatt-2015-oct/","publishdate":"2022-10-20T12:29:16.094082Z","relpermalink":"/publication/bhatt-2015-oct/","section":"publication","summary":"","tags":[],"title":"The effect of malaria control on Plasmodium falciparum in Africa between 2000 and 2015","type":"publication"},{"authors":["Seth Flaxman","Yu-Xiang Wang","Alexander J. Smola"],"categories":[],"content":"","date":1438387200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822696,"objectID":"11edb3168d38df113b6568c906f1f096","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2015-aug/","publishdate":"2022-10-20T12:29:18.66099Z","relpermalink":"/publication/flaxman-2015-aug/","section":"publication","summary":"","tags":[],"title":"Who Supported Obama in 2012? Ecological Inference through Distribution Regression","type":"publication"},{"authors":["Seth Flaxman","Andrew Wilson","Daniel Neill","Hannes Nickisch","Alex Smola"],"categories":[],"content":"","date":1433116800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"580158bd652187f95a2b03f130241808","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2015-jun/","publishdate":"2022-10-20T12:29:18.547277Z","relpermalink":"/publication/flaxman-2015-jun/","section":"publication","summary":"","tags":[],"title":"Fast Kronecker Inference in Gaussian Processes with non-Gaussian Likelihoods","type":"publication"},{"authors":["Nuno Faria","Andrew Rambaut","Marc A. Suchard","Guy Baele","Trevor Bedford","Melissa J. Ward","Andrew J. Tatem","Joıfmmode\\tildea\\elseã\\fio D. Sousa","Nimalan Arinaminpathy","Jacques Pıfmmode\\acutee\\elseé\\fipin","David Posada","Martine Peeters","Oliver G. Pybus","Philippe Lemey"],"categories":[],"content":"","date":1412121600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822700,"objectID":"1dcc5e6bb79ba83786d7810578ed8fda","permalink":"https://mlglobalhealth.github.io/publication/faria-2014-oct/","publishdate":"2022-10-20T12:29:20.854948Z","relpermalink":"/publication/faria-2014-oct/","section":"publication","summary":"","tags":[],"title":"The early spread and epidemic ignition of HIV-1 in human populations","type":"publication"},{"authors":["Heather Culbertson","Juliette Unwin","Katherine J. Kuchenbecker"],"categories":[],"content":"","date":1396310400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"217c84985547455de6dbea291735c6fb","permalink":"https://mlglobalhealth.github.io/publication/culbertson-2014-apr/","publishdate":"2022-10-20T12:29:17.258819Z","relpermalink":"/publication/culbertson-2014-apr/","section":"publication","summary":"","tags":[],"title":"Modeling and Rendering Realistic Textures from Unconstrained Tool-Surface Interactions","type":"publication"},{"authors":["Heather Culbertson","Juliette Unwin","Benjamin E. Goodman","Katherine J. Kuchenbecker"],"categories":[],"content":"","date":1364774400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"a7bc2dd51248e05eac8ad4c426833bbd","permalink":"https://mlglobalhealth.github.io/publication/culbertson-2013-apr/","publishdate":"2022-10-20T12:29:17.384281Z","relpermalink":"/publication/culbertson-2013-apr/","section":"publication","summary":"","tags":[],"title":"Generating haptic texture models from unconstrained tool-surface interactions","type":"publication"},{"authors":["Samir Bhatt","Peter W. Gething","Oliver J. Brady","Jane P. Messina","Andrew W. Farlow","Catherine L. Moyes","John M. Drake","John S. Brownstein","Anne G. Hoen","Osman Sankoh","Monica F. Myers","Dylan B. George","Thomas Jaenisch","G. R. William Wint","Cameron P. Simmons","Thomas W. Scott","Jeremy J. Farrar","Simon I. Hay"],"categories":[],"content":"","date":1364774400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"71cab3cf3e660c580b996a088958ff90","permalink":"https://mlglobalhealth.github.io/publication/bhatt-2013-apr/","publishdate":"2022-10-20T12:29:15.815378Z","relpermalink":"/publication/bhatt-2013-apr/","section":"publication","summary":"","tags":[],"title":"The global distribution and burden of dengue","type":"publication"},{"authors":["Gretchen Stevens","Seth Flaxman","Emma Brunskill","Maya Mascarenhas","Colin D. Mathers","Mariel Finucane","on behalf of the Global Burden of Disease Hearing Loss Expert Group"],"categories":[],"content":"","date":1359676800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"32f981f8fec323816e51834e065b5270","permalink":"https://mlglobalhealth.github.io/publication/stevens-2013-feb/","publishdate":"2022-10-20T12:29:18.317486Z","relpermalink":"/publication/stevens-2013-feb/","section":"publication","summary":"","tags":[],"title":"Global and regional hearing impairment prevalence: an analysis of 42 studies in 29 countries","type":"publication"},{"authors":["Gavin J. D. Smith","Dhanasekaran Vijaykrishna","Justin Bahl","Samantha J. Lycett","Michael Worobey","Oliver G. Pybus","Siu Kit Ma","Chung Lam Cheung","Jayna Raghwani","Samir Bhatt","J. S. Malik Peiris","Yi Guan","Andrew Rambaut"],"categories":[],"content":"","date":1243814400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"a924702b64a13369a619599395568c8c","permalink":"https://mlglobalhealth.github.io/publication/smith-2009-jun/","publishdate":"2022-10-20T12:29:15.982547Z","relpermalink":"/publication/smith-2009-jun/","section":"publication","summary":"","tags":[],"title":"Origins and evolutionary genomics of the 2009 swine-origin H1N1 influenza A epidemic","type":"publication"},{"authors":null,"categories":null,"content":"","date":-62135596800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":-62135596800,"objectID":"6d99026b9e19e4fa43d5aadf147c7176","permalink":"https://mlglobalhealth.github.io/contact/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/contact/","section":"","summary":"","tags":null,"title":"","type":"widget_page"},{"authors":null,"categories":null,"content":"","date":-62135596800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":-62135596800,"objectID":"c1d17ff2b20dca0ad6653a3161942b64","permalink":"https://mlglobalhealth.github.io/people/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/people/","section":"","summary":"","tags":null,"title":"","type":"widget_page"}]
\ No newline at end of file
+[{"authors":["samir-bhatt"],"categories":null,"content":"Dr. Samir Bhatt is a Professor at the University of Copenhagen and Imperial College London, where his research team works at the interface of mathematics, biology and computer science. While undertaking a MPhil at the University of Cambridge and a DPhil at the University of Oxford, he developed methods to estimate the rate of molecular adaptation in viruses, and conducted the first study investigating the origins of the 2009 Swine Flu pandemic. Subsequent research explored spatial epidemiology, including the first study to quantify the global distribution and burden of Dengue disease and a study measuring the effect of interventions (such as bednets) on malaria prevalence and incidence across Sub-Saharan Africa. At Imperial College London, Dr. Bhatt expanded his research to include studying housing quality in sub-Saharan Africa, developing network infection models for malaria, mapping travel accessibility, large scale geostatistical methods, and outbreak methodology. Recently, Dr. Bhatt has been involved in research and advising on the COVID-19 pandemic. His group now focuses on mathematical, statistical and computer science tools to answer questions on human health and biology in general.\n","date":1664582400,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1666269699,"objectID":"f5a7233193af5e1fc50f651cb9be7deb","permalink":"https://mlglobalhealth.github.io/author/samir-bhatt/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/samir-bhatt/","section":"authors","summary":"Dr. Samir Bhatt is a Professor at the University of Copenhagen and Imperial College London, where his research team works at the interface of mathematics, biology and computer science. While undertaking a MPhil at the University of Cambridge and a DPhil at the University of Oxford, he developed methods to estimate the rate of molecular adaptation in viruses, and conducted the first study investigating the origins of the 2009 Swine Flu pandemic.","tags":null,"title":"Samir Bhatt","type":"authors"},{"authors":["seth-flaxman"],"categories":null,"content":"I am an associate professor at the University of Oxford in the Department of Computer Science and a tutorial fellow of Jesus College. My research is on scalable methods and flexible models for spatiotemporal statistics and Bayesian machine learning, applied to public policy and social science. I’ve worked on application areas that include public health, orphanhood, deep learning from satellite and street-level imagery, crime, voting patterns, filter bubbles / echo chambers in media, the big data paradox, the regulation of machine learning algorithms, and emotion.\nI am working with colleagues from University of Oxford, Imperial College London, and University of Copenhagen to model the spread of COVID-19.\n","date":1664582400,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1666269699,"objectID":"e81bbd5cebac798ec0b7cab21c7a5c36","permalink":"https://mlglobalhealth.github.io/author/seth-flaxman/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/seth-flaxman/","section":"authors","summary":"I am an associate professor at the University of Oxford in the Department of Computer Science and a tutorial fellow of Jesus College. My research is on scalable methods and flexible models for spatiotemporal statistics and Bayesian machine learning, applied to public policy and social science.","tags":null,"title":"Seth Flaxman","type":"authors"},{"authors":["swapnil-mishra"],"categories":null,"content":"I am an Assistant Professor at National University of Singapore (NUS), where I am primarily working at intersection of public health, machine learning and Bayesian modelling. I am part of Machine Learning \u0026amp; Global Health Network, which is a multi-country and multi-organisation network focused on doing fundamental research in machine learning and problems related to global health.\nMy research focuses on applying and developing statistical machine learning techniques for the broader and messier world of science and public policy, especially global health. I develop flexible and scalable models for understanding various spatiotemporal data, for example, epidemics (COVID-19, Malaria, HIV) and crime. For my doctorate, I built models for understanding the evolution of popularity in social media. My work focused on algorithms to model point processes with classical machine learning techniques as well as using modern deep learning networks, mainly recurrent networks.\n","date":1664582400,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1666269699,"objectID":"1f281055ad3ae7959f21334517f032b1","permalink":"https://mlglobalhealth.github.io/author/swapnil-mishra/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/swapnil-mishra/","section":"authors","summary":"I am an Assistant Professor at National University of Singapore (NUS), where I am primarily working at intersection of public health, machine learning and Bayesian modelling. I am part of Machine Learning \u0026 Global Health Network, which is a multi-country and multi-organisation network focused on doing fundamental research in machine learning and problems related to global health.","tags":null,"title":"Swapnil Mishra","type":"authors"},{"authors":["adam-howes"],"categories":null,"content":"I completed my PhD in Modern Statistics and Statistical Machine Learning at Imperial College London with Seth Flaxman and Jeffrey Imai-Eaton in 2023. See my personal website for information about my current activities.\n","date":1654041600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822705,"objectID":"ee424fe4f523508df09029e01c38ea04","permalink":"https://mlglobalhealth.github.io/author/adam-howes/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/adam-howes/","section":"authors","summary":"I completed my PhD in Modern Statistics and Statistical Machine Learning at Imperial College London with Seth Flaxman and Jeffrey Imai-Eaton in 2023. See my personal website for information about my current activities.","tags":null,"title":"Adam Howes","type":"authors"},{"authors":null,"categories":null,"content":"My background is in Bayesian modelling of spatiotemporal disease surveillance and environmental data, including point pattern data analysis and detection of hotspots on gridded surfaces. Currently, I am interested in using deep generative modelling to power MCMC inference in classical spatial statistics, as well as adaptive survey design.\n","date":1654041600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822709,"objectID":"baeebe274e456f89b6182f139d65b460","permalink":"https://mlglobalhealth.github.io/author/elizaveta-semenova/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/elizaveta-semenova/","section":"authors","summary":"My background is in Bayesian modelling of spatiotemporal disease surveillance and environmental data, including point pattern data analysis and detection of hotspots on gridded surfaces. Currently, I am interested in using deep generative modelling to power MCMC inference in classical spatial statistics, as well as adaptive survey design.","tags":null,"title":"Elizaveta Semenova","type":"authors"},{"authors":["alexandra-blenkinsop"],"categories":null,"content":"I am a Research Associate based in the statistics section at Imperial College London. My research uses viral sequence data, clinical and epidemiological patient data to characterise HIV transmission at population-level, which can be used to guide public health interventions. I have also been involved in research relating to COVID-19, with a focus on children losing parents and caregivers. More broadly, I am interested in studying health inequalities, to inform policy seeking to close these gaps.\nI have collaborated with numerous partners including the HIV Transmission Elimination Team (H-TEAM), the Amsterdam Institute of Global Health and Development, the Phylogenetics And Networks for Generalised Epidemics in Africa (PANGEA) HIV consortium, the Botswana-Havard AIDS Institute Partnership and the United States Centers for Disease Control and Prevention (CDC).\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822704,"objectID":"226affe5f2cff6d1f3a4cc3a9e149f9d","permalink":"https://mlglobalhealth.github.io/author/alexandra-blenkinsop/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/alexandra-blenkinsop/","section":"authors","summary":"I am a Research Associate based in the statistics section at Imperial College London. My research uses viral sequence data, clinical and epidemiological patient data to characterise HIV transmission at population-level, which can be used to guide public health interventions.","tags":null,"title":"Alexandra Blenkinsop","type":"authors"},{"authors":["andrea-brizzi"],"categories":null,"content":"I am a PhD student at Imperial College London, part of the StatML program. My research lies at the intersection of Bayesian modelling and phylogenetics, and tries to describe changes in the Sub-Saharan HIV epidemic. Further, I am interested in the estimation of HIV infection dates based on viral sequencing data.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822692,"objectID":"c5fdb63aa0a1180a8e91484777fb3f4e","permalink":"https://mlglobalhealth.github.io/author/andrea-brizzi/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/andrea-brizzi/","section":"authors","summary":"I am a PhD student at Imperial College London, part of the StatML program. My research lies at the intersection of Bayesian modelling and phylogenetics, and tries to describe changes in the Sub-Saharan HIV epidemic.","tags":null,"title":"Andrea Brizzi","type":"authors"},{"authors":["charles-whittaker"],"categories":null,"content":"My work involves modelling infectious disease transmission dynamics, across a range of different systems that to date have included malaria, loiasis, ebola and COVID-19. Broader research interests include include disease ecology, the dynamics of emerging infectious diseases, surveillance system design and mitigating globally catastrophic biological risks.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822705,"objectID":"9f89f0769657edf22485bf668898c1a6","permalink":"https://mlglobalhealth.github.io/author/charles-whittaker/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/charles-whittaker/","section":"authors","summary":"My work involves modelling infectious disease transmission dynamics, across a range of different systems that to date have included malaria, loiasis, ebola and COVID-19. Broader research interests include include disease ecology, the dynamics of emerging infectious diseases, surveillance system design and mitigating globally catastrophic biological risks.","tags":null,"title":"Charles Whittaker","type":"authors"},{"authors":["iwona-hawryluk"],"categories":null,"content":"My work focuses on applications of modern probabilistic machine learning methods to modelling infectious disease dynamics. In my PhD project I looked at developing statistical methods for characterising the severity of emerging pathogens. I was also involved in modelling the Covid-19 epidemic in Brazil.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822693,"objectID":"21cac473763dd816506d79cb0b738171","permalink":"https://mlglobalhealth.github.io/author/iwona-hawryluk/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/iwona-hawryluk/","section":"authors","summary":"My work focuses on applications of modern probabilistic machine learning methods to modelling infectious disease dynamics. In my PhD project I looked at developing statistical methods for characterising the severity of emerging pathogens.","tags":null,"title":"Iwona Hawryluk","type":"authors"},{"authors":["oliver-ratmann"],"categories":null,"content":"I develop bespoke statistical methods for public good. My group and I are particularly interested in novel Bayesian methods that harness information in viral deep sequence data, mobile phone mobility data, and time-resolved patient data to characterise the spread of infectious diseases, and to guide public health interventions.\nWe are involved in a number of multinational data-driven public health projects. I co-lead the Phylogenetics and Networks of Generalised HIV epidemics in Africa, and my group develops statistical methods to analyse HIV deep sequence data. I am a member of the Global Reference Group for children affected by COVID-19 and help develop methods to quantify the number of children who lost their parents or caregivers to COVID-19. My group works closely with Emodo Inc. to harness global mobile phone device data for public good. I am the lead statistician of the LONGVIEW study at the Rakai Health Sciences Program. We are affiliated with the HIV transmission elimination initiative Amsterdam and have joined forces for a future with no new HIV infections.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822705,"objectID":"3a29df51d610441067bad4042c14a0f4","permalink":"https://mlglobalhealth.github.io/author/oliver-ratmann/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/oliver-ratmann/","section":"authors","summary":"I develop bespoke statistical methods for public good. My group and I are particularly interested in novel Bayesian methods that harness information in viral deep sequence data, mobile phone mobility data, and time-resolved patient data to characterise the spread of infectious diseases, and to guide public health interventions.","tags":null,"title":"Oliver Ratmann","type":"authors"},{"authors":["xenia-miscouridou"],"categories":null,"content":"My research intersts lie in the broad area of statistical machine learning with broader goal to build methods that combine the strengths of statistics and computation aspiring to answer scientific questions with impact in real life.\nMy phd focus was on Bayesian non parametric modelling for random graphs, complex networks, time interaction data and on practical Bayesian non parametric methods and theory for a variety of applications.\nMy research to date includes more broadly Bayesian methods, deep generative models, unsupervised learning techniques, point processes and stochastic processes with applications in social science, epidemiology and finance.\n","date":1651363200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822705,"objectID":"a065249bac0a9e550aca5e0e2e112fad","permalink":"https://mlglobalhealth.github.io/author/xenia-miscouridou/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/xenia-miscouridou/","section":"authors","summary":"My research intersts lie in the broad area of statistical machine learning with broader goal to build methods that combine the strengths of statistics and computation aspiring to answer scientific questions with impact in real life.","tags":null,"title":"Xenia Miscouridou","type":"authors"},{"authors":null,"categories":null,"content":"I am a Lecturer in Statistical Science in the School of Mathematics at the University of Bristol. I am interested in developing and applying novel methods for infectious disease outbreak analysis to help inform policy makers in real time. My current research focuses on developing spatial temporal renewal based transmission models alongside estimating the number of children affected by COVID-19 and crises.\n","date":1648771200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822694,"objectID":"53342ccd77a9854701ca01fe4d232b16","permalink":"https://mlglobalhealth.github.io/author/juliette-unwin/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/juliette-unwin/","section":"authors","summary":"I am a Lecturer in Statistical Science in the School of Mathematics at the University of Bristol. I am interested in developing and applying novel methods for infectious disease outbreak analysis to help inform policy makers in real time.","tags":null,"title":"Juliette Unwin","type":"authors"},{"authors":["dino-sejdinovic"],"categories":null,"content":"Dino Sejdinovic is a Professor of Statistical Machine Learning at the School of Computer and Mathematical Sciences, University of Adelaide, affiliated with the Australian Institute for Machine Learning (AIML). He was previously a Lecturer and an Associate Professor at the Department of Statistics, University of Oxford (2014-2022), a Fellow of Mansfield College, Oxford, and a Turing Faculty Fellow of the Alan Turing Institute. He held postdoctoral positions at the Gatsby Computational Neuroscience Unit, University College London (2011-2014) and at the Institute for Statistical Science, University of Bristol (2009-2011). He received a PhD in Electrical and Electronic Engineering from the University of Bristol (2009) and a Diplom in Mathematics and Theoretical Computer Science from the University of Sarajevo (2006). His research spans a wide variety of topics at the interface between machine learning and statistical methodology, including large-scale nonparametric and kernel methods, robust and trustworthy machine learning, causal inference, and uncertainty quantification.\n","date":1638316800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822698,"objectID":"e5d3a5ada1568d00ec1e7f8dd3418381","permalink":"https://mlglobalhealth.github.io/author/dino-sejdinovic/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/dino-sejdinovic/","section":"authors","summary":"Dino Sejdinovic is a Professor of Statistical Machine Learning at the School of Computer and Mathematical Sciences, University of Adelaide, affiliated with the Australian Institute for Machine Learning (AIML). He was previously a Lecturer and an Associate Professor at the Department of Statistics, University of Oxford (2014-2022), a Fellow of Mansfield College, Oxford, and a Turing Faculty Fellow of the Alan Turing Institute.","tags":null,"title":"Dino Sejdinovic","type":"authors"},{"authors":["yu-chen"],"categories":null,"content":"","date":1625097600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822693,"objectID":"8ede28e39e96e0f0a7c669197a1a6ac0","permalink":"https://mlglobalhealth.github.io/author/yu-chen/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/yu-chen/","section":"authors","summary":"","tags":null,"title":"Yu Chen","type":"authors"},{"authors":["nuno-faria"],"categories":null,"content":"My research programme is focused on studying the evolution and epidemiology of rapidly evolving viruses that circulate in human and animal populations, such as SARS-CoV-2, yellow fever, chikungunya, Zika and dengue. Current research topics include: epidemiology, evolution and phylodynamics of viral epidemics; local and regional genomic capacity and outbreak preparedness; and implementation of One Health approaches in hotspots of emerging infectious diseases.\nI coordinate the Brazil-UK CADDE Centre (Centre for Arbovirus Discovery, Diagnostics, Genomics and Epidemiology) with Prof. Ester Sabino from the University of São Paulo. In February 2020, CADDE led the initiative that resulted in the generation, analysis and report of the first SARS-CoV-2 genomes from Latin America in \u0026lt;48 hours. Our team then provided early insights into the epidemiology and genetic diversity of SARS-CoV-2 in Brazil and uncovered a three-quarters attack rate of SARS-CoV-2 in the Amazon region by October 2020. In January 2021, our team discovered the first cases of the SARS-CoV-2 Gamma variant of concern in Manaus. I also lead the ArboSPREAD project, a network for surveillance of arbovirus spread and persistence across corridors of ecological suitability between Angola and Brazil that characterised a Zika outbreak caused by Asian genotype lineage in Angola. I have previously co-led the ZiBRA project in northeast Brazil for real-time genome sequencing of Zika virus in Brazil.\n","date":1612137600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822701,"objectID":"740737236fbbb0b8ee95c77dc2962e0c","permalink":"https://mlglobalhealth.github.io/author/nuno-faria/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/nuno-faria/","section":"authors","summary":"My research programme is focused on studying the evolution and epidemiology of rapidly evolving viruses that circulate in human and animal populations, such as SARS-CoV-2, yellow fever, chikungunya, Zika and dengue.","tags":null,"title":"Nuno Faria","type":"authors"},{"authors":["helen-coupland"],"categories":null,"content":"In my research I use machine learning to explore risk factors and their temporal relationships in large longitudinal cohort health data.\n","date":1609459200,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822698,"objectID":"60d17f564f8f757d4aa9924b82b57d5f","permalink":"https://mlglobalhealth.github.io/author/helen-coupland/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/helen-coupland/","section":"authors","summary":"In my research I use machine learning to explore risk factors and their temporal relationships in large longitudinal cohort health data.","tags":null,"title":"Helen Coupland","type":"authors"},{"authors":"daniel-laydon","categories":null,"content":"I am a postdoctoral researcher at the MRC Centre for Global Infectious Disease Analysis, based at the Department of Infectious Disease Epidemiology. My research is focussed on the transmission, prevention and alleviation of infectious disease. I use a combination of mathematical, statistical and computational models to study a variety of viruses, including dengue, Middle Eastern Respiratory Syndrome (MERS), and in recent years COVID-19. Since the pandemic, I have been especially interested in pandemic preparedness and emerging threats to human health.\n","date":1593561600,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":1655822698,"objectID":"46af9d384b574a85bc10e18a97b5a6b3","permalink":"https://mlglobalhealth.github.io/author/daniel-laydon/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/daniel-laydon/","section":"authors","summary":"I am a postdoctoral researcher at the MRC Centre for Global Infectious Disease Analysis, based at the Department of Infectious Disease Epidemiology. My research is focussed on the transmission, prevention and alleviation of infectious disease.","tags":null,"title":"Daniel Laydon","type":"authors"},{"authors":["alexandros-katsiferis"],"categories":null,"content":"My main research is focused on prediction modelling of adverse outcomes in vulnerable individuals challenged by life-stressors. My primary interest lies in the use of longitudinal, time-series data, their properties and dynamics in classic and machine learning prognostic models. I am also fascinated by the implementation, understanding, and utility of various sources of data that capture further layers of the complexity of human health. My PhD project is placed in the intersection of epidemiology, statistics and machine learning.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"cb62d11ef2274aed3ed4f20e95d66bf5","permalink":"https://mlglobalhealth.github.io/author/alexandros-katsiferis/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/alexandros-katsiferis/","section":"authors","summary":"My main research is focused on prediction modelling of adverse outcomes in vulnerable individuals challenged by life-stressors. My primary interest lies in the use of longitudinal, time-series data, their properties and dynamics in classic and machine learning prognostic models.","tags":null,"title":"Alexandros Katsiferis","type":"authors"},{"authors":["andre-amaral"],"categories":null,"content":"My main research interests include Bayesian methods of inference and spatio-temporal modeling with applications in epidemiology.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"670df1c7763c9c14d4cd2acdf9cd0e87","permalink":"https://mlglobalhealth.github.io/author/andre-victor-ribeiro-amaral/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/andre-victor-ribeiro-amaral/","section":"authors","summary":"My main research interests include Bayesian methods of inference and spatio-temporal modeling with applications in epidemiology.","tags":null,"title":"André Victor Ribeiro Amaral","type":"authors"},{"authors":["david-duchene"],"categories":null,"content":"Dr David Duchene is an Associate Professor at the University of Copenhagen, co-leading the Computational and Mathematical Global Health group at the Department of Public Health. Originally trained as an evolutionary biologist, his research traverses various fields including evolutionary modelling, comparative analysis, biogeography, epidemiology (phylodynamics), and most recently machine learning in public health. His past work has largely focused on explaining how and why molecules evolve (these molecules being the genes of animals or pathogens), using a broad diversity of statistical approaches. In collaboration with genome-sequencing consortia, his work connects processes at the ‘macro’ scale (macroevolution, macroecology, phylogeography) with those at ‘micro’ scales (molecular evolution). One broad question being: how and why do novel living beings and pathogens emerge? Another current focus of his research the challenge of identifying infection in livestock and wildlife using techniques from computer vision. The link between animal movement (neuroscience), infection (epidemiology), and genomics is an exciting budding field that will requre a truly interdisciplinary team.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"cabacdfbf0dce7751e58d4a7d0fd9774","permalink":"https://mlglobalhealth.github.io/author/david-a.-duchene/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/david-a.-duchene/","section":"authors","summary":"Dr David Duchene is an Associate Professor at the University of Copenhagen, co-leading the Computational and Mathematical Global Health group at the Department of Public Health. Originally trained as an evolutionary biologist, his research traverses various fields including evolutionary modelling, comparative analysis, biogeography, epidemiology (phylodynamics), and most recently machine learning in public health.","tags":null,"title":"David A. Duchene","type":"authors"},{"authors":["david-selby"],"categories":null,"content":"I am a senior researcher in the Data Science and its Applications department at the German Research Centre for Artificial Intelligence (DFKI), based in Kaiserslautern. My work touches on a number of areas in the application of data science to health research, including use of smartphones for patient self-reporting of symptoms. I am also interested in meta-level questions such as reproducibility, synthetic data generation, data science ethics and the influence of bibliometrics on research funding, the latter being the subject of my PhD.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"7cb0637716616c399edfe9fac1d3bf50","permalink":"https://mlglobalhealth.github.io/author/david-selby/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/david-selby/","section":"authors","summary":"I am a senior researcher in the Data Science and its Applications department at the German Research Centre for Artificial Intelligence (DFKI), based in Kaiserslautern. My work touches on a number of areas in the application of data science to health research, including use of smartphones for patient self-reporting of symptoms.","tags":null,"title":"David Selby","type":"authors"},{"authors":["giovanni-charles"],"categories":null,"content":"I work on math models of disease transmission and ML-based surrogates for inference and optimisation, my areas of interest include: time-series prediction, transformers for time-series, Approximate Bayesian Inference, differential equations, differentiable agent based models, optimal control and JAX development.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"acc2838f9d60af3ea67835e583999b15","permalink":"https://mlglobalhealth.github.io/author/giovanni-charles/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/giovanni-charles/","section":"authors","summary":"I work on math models of disease transmission and ML-based surrogates for inference and optimisation, my areas of interest include: time-series prediction, transformers for time-series, Approximate Bayesian Inference, differential equations, differentiable agent based models, optimal control and JAX development.","tags":null,"title":"Giovanni Charles","type":"authors"},{"authors":["jingyan-huang"],"categories":null,"content":"I am a Posdoctoral Researcher at National University of Singapore (NUS), where I am primarily working at Bayesian modelling, public health, change-point detection and sequential testing.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"bc24f8b6f3fda292be67cab62383cb28","permalink":"https://mlglobalhealth.github.io/author/jingyan-huang/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/jingyan-huang/","section":"authors","summary":"I am a Posdoctoral Researcher at National University of Singapore (NUS), where I am primarily working at Bayesian modelling, public health, change-point detection and sequential testing.","tags":null,"title":"Jingyan Huang","type":"authors"},{"authors":["johannes-hruza"],"categories":null,"content":"I am a PhD student at the University of Copenhagen supervised by Samir Bhatt (Section of Epidemiology) and Erin Gabriel (Section of Biostatistics). My PhD focuses on causal and statistical methods that can be applied to health data.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"a6c61d5f71f1e62aa10780bb5e590e26","permalink":"https://mlglobalhealth.github.io/author/johannes-hruza/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/johannes-hruza/","section":"authors","summary":"I am a PhD student at the University of Copenhagen supervised by Samir Bhatt (Section of Epidemiology) and Erin Gabriel (Section of Biostatistics). My PhD focuses on causal and statistical methods that can be applied to health data.","tags":null,"title":"Johannes Hruza","type":"authors"},{"authors":["kaustubh-chakradeo"],"categories":null,"content":"I am a PhD candidate at the Section of Epidemiology of the University of Copenhagen. My PhD is based on deep learning based medical imaging analysis, focusing on infectious diseases like malaria. My primary interest is using artificial intelligence with medical imaging modalities, for infectious diseases. I am also interested in the law and ethics of AI technologies, with a focus on their use for minority groups.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"4ac7fd1875debf6a0ca111d50a37d688","permalink":"https://mlglobalhealth.github.io/author/kaustubh-chakradeo/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/kaustubh-chakradeo/","section":"authors","summary":"I am a PhD candidate at the Section of Epidemiology of the University of Copenhagen. My PhD is based on deep learning based medical imaging analysis, focusing on infectious diseases like malaria.","tags":null,"title":"Kaustubh Chakradeo","type":"authors"},{"authors":["mark-khurana"],"categories":null,"content":"I am a medical doctor and epidemiologist currently working in phylogenetics and mathematical modeling of infectious diseases as a PhD student under Samir Bhatt.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"6ba86e3d163905bcdab8659a48969374","permalink":"https://mlglobalhealth.github.io/author/mark-khurana/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/mark-khurana/","section":"authors","summary":"I am a medical doctor and epidemiologist currently working in phylogenetics and mathematical modeling of infectious diseases as a PhD student under Samir Bhatt.","tags":null,"title":"Mark Khurana","type":"authors"},{"authors":["mengyan-zhang"],"categories":null,"content":"I am a postdoctoral research associate at the University of Oxford, under the supervision of Dr. Seth Flaxman. Before that, I did my PhD at the Australian National University and Data61, CSIRO (awarded 2023.02), under the supervision of Dr. Cheng Soon Ong, Prof. Lexing Xie and Prof. Eduardo Eyras. My research interests are online experimental design in machine learning, including multi-armed bandits and active learning. I work on both theoretical and practical views of experimental design with two goals: (I) Designing adaptive strategies for imperfect feedback. Understanding the concentration of measures and adaptive strategies involved. (II) Designing the pipeline and recommendation strategies from a practical point of view, including applications in survey design, global health and biology.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"e9431e604ad165ff057534461e27489b","permalink":"https://mlglobalhealth.github.io/author/mengyan-zhang/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/mengyan-zhang/","section":"authors","summary":"I am a postdoctoral research associate at the University of Oxford, under the supervision of Dr. Seth Flaxman. Before that, I did my PhD at the Australian National University and Data61, CSIRO (awarded 2023.","tags":null,"title":"Mengyan Zhang","type":"authors"},{"authors":["moritz-kraemer"],"categories":null,"content":"I am an associate professor at the University of Oxford in the Department of Biology, Reuben College, and the Pandemic Sciences Institute. My research is on scalable interdisciplinary methods applied to the most important questions in human health research. I lead multiple global initiatives on building federated, privacy first global health infrastructure. My background is in statistical learning applied to large and biased datasets.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"bfa110c3cc5faf86e02e66bcd9317d45","permalink":"https://mlglobalhealth.github.io/author/moritz-kraemer/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/moritz-kraemer/","section":"authors","summary":"I am an associate professor at the University of Oxford in the Department of Biology, Reuben College, and the Pandemic Sciences Institute. My research is on scalable interdisciplinary methods applied to the most important questions in human health research.","tags":null,"title":"Moritz Kraemer","type":"authors"},{"authors":["mousumi-roy"],"categories":null,"content":"I am working as a Research Fellow at National University of Singapore (NUS). My primary work focuses on developing a Bayesian framework to model spatio-temporal disease propagation. In this process, I am interested in exploring the effect of human mobility on the disease spread.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"8c11aee2bd199522647e26c6618fa3c4","permalink":"https://mlglobalhealth.github.io/author/mousumi-roy/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/mousumi-roy/","section":"authors","summary":"I am working as a Research Fellow at National University of Singapore (NUS). My primary work focuses on developing a Bayesian framework to model spatio-temporal disease propagation. In this process, I am interested in exploring the effect of human mobility on the disease spread.","tags":null,"title":"Mousumi Roy","type":"authors"},{"authors":["neil-scheidwasser"],"categories":null,"content":"I am a PhD student at the Section of Epidemiology of the University of Copenhagen. While my PhD focuses on phylogenetics, epidemiology, and machine learning, I am also interested in computational neuroscience and deep learning-based representations of speech and audio.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"f07089d1f45f0b06bfd3ea13cd0ad3f2","permalink":"https://mlglobalhealth.github.io/author/neil-scheidwasser/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/neil-scheidwasser/","section":"authors","summary":"I am a PhD student at the Section of Epidemiology of the University of Copenhagen. While my PhD focuses on phylogenetics, epidemiology, and machine learning, I am also interested in computational neuroscience and deep learning-based representations of speech and audio.","tags":null,"title":"Neil Scheidwasser","type":"authors"},{"authors":["nicolas-banholzer"],"categories":null,"content":"My work involves modelling of transmissions risks of respiratory infectious diseases (primarily SARS-CoV-2 and Mycobacterium tuberculosis), and the effectiveness of non-pharmaceutical interventions and infection control measures. I am generally interested in Bayesian modelling, in particular Bayesian hierarchical and latent variable models.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"cefb5189923392d0f28ea5290f79efde","permalink":"https://mlglobalhealth.github.io/author/nicolas-banholzer/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/nicolas-banholzer/","section":"authors","summary":"My work involves modelling of transmissions risks of respiratory infectious diseases (primarily SARS-CoV-2 and Mycobacterium tuberculosis), and the effectiveness of non-pharmaceutical interventions and infection control measures. I am generally interested in Bayesian modelling, in particular Bayesian hierarchical and latent variable models.","tags":null,"title":"Nicolas Banholzer","type":"authors"},{"authors":["prakhar-verma"],"categories":null,"content":"I am a machine learning Ph.D. student with Arno Solin’s research group at Aalto University, Finland. I am broadly interested in probabilistic modelling and efficient inference techniques. For my master’s thesis, I researched on developing variational inference techniques for non-linear SDEs. Recently, my work has focused on sequential decision-making models that need computationally efficient and well-calibrated uncertainty.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"fff0ce258d5ff1a32a5cf7d84f3dff84","permalink":"https://mlglobalhealth.github.io/author/prakhar-verma/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/prakhar-verma/","section":"authors","summary":"I am a machine learning Ph.D. student with Arno Solin’s research group at Aalto University, Finland. I am broadly interested in probabilistic modelling and efficient inference techniques. For my master’s thesis, I researched on developing variational inference techniques for non-linear SDEs.","tags":null,"title":"Prakhar Verma","type":"authors"},{"authors":null,"categories":null,"content":"I am an Assistant Professor at National University of Singapore (NUS), where I am primarily working at intersection of public health, machine learning and Bayesian modelling. I am part of Machine Learning \u0026amp; Global Health Network, which is a multi-country and multi-organisation network focused on doing fundamental research in machine learning and problems related to global health.\nMy research focuses on applying and developing statistical machine learning techniques for the broader and messier world of science and public policy, especially global health. I develop flexible and scalable models for understanding various spatiotemporal data, for example, epidemics (COVID-19, Malaria, HIV) and crime. For my doctorate, I built models for understanding the evolution of popularity in social media. My work focused on algorithms to model point processes with classical machine learning techniques as well as using modern deep learning networks, mainly recurrent networks.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"2525497d367e79493fd32b198b28f040","permalink":"https://mlglobalhealth.github.io/author/s-mishra/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/s-mishra/","section":"authors","summary":"I am an Assistant Professor at National University of Singapore (NUS), where I am primarily working at intersection of public health, machine learning and Bayesian modelling. I am part of Machine Learning \u0026 Global Health Network, which is a multi-country and multi-organisation network focused on doing fundamental research in machine learning and problems related to global health.","tags":null,"title":"S Mishra","type":"authors"},{"authors":["sebastian-vollmer"],"categories":null,"content":"I am a professor of applications of machine learning at the Technical University of Kaiserslautern and the German Center for Artificial Intelligence. I am also an associate professor in statistics and mathematics in the Mathematics Insitute and the department of statistics at the University of Warwick. I used be the director of data study groups at the Alan Turing Institute. As well as a Co-Director health and medical sciences research programme. My research interests lie at the interface of computational statistics and machine learning, with a particular focus on real-world applications. I’ve worked in application areas ranging from transport, energy, and in particular health and well-being.\nBefore joining the University of Warwick, I was a lecturer in Statistics at the University of Oxford. Prior to this I undertook postdoctoral research with Arnaud Doucet (Oxford) and Yee Whye Teh (Oxford). I completed my PhD in September 2013 in Mathematics at the University of Warwick supervised by Andrew Stuart and Martin Hairer.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"7c4f7048ed56acd55882ee2a75c50a72","permalink":"https://mlglobalhealth.github.io/author/sebastian-vollmer/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/sebastian-vollmer/","section":"authors","summary":"I am a professor of applications of machine learning at the Technical University of Kaiserslautern and the German Center for Artificial Intelligence. I am also an associate professor in statistics and mathematics in the Mathematics Insitute and the department of statistics at the University of Warwick.","tags":null,"title":"Sebastian Vollmer","type":"authors"},{"authors":["shozen-dan"],"categories":null,"content":"","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"778deb2fdd54acc0d1a2ab0f3c707244","permalink":"https://mlglobalhealth.github.io/author/shozen-dan/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/shozen-dan/","section":"authors","summary":"","tags":null,"title":"Shozen Dan","type":"authors"},{"authors":["siyi-sun"],"categories":null,"content":"Siyi is pursuing her DPhil degree in Computer Science at Oxford. Shr received her master degree in Computer Science at New York University, New York, NY 10003 USA. She obtained her B.S. degree in Information and Computational Science at University of Science and Technology Beijing, Beijing, China.\nHer previous work focused on machine learning, infectious disease modeling and fuzzy inference systems. Currently, her research interests are centered on time series prediction with deep learning and its applications in public health and finance.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"3112f7b40b2995ded39cc1d3672813c8","permalink":"https://mlglobalhealth.github.io/author/siyi-sun/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/siyi-sun/","section":"authors","summary":"Siyi is pursuing her DPhil degree in Computer Science at Oxford. Shr received her master degree in Computer Science at New York University, New York, NY 10003 USA. She obtained her B.","tags":null,"title":"Siyi Sun","type":"authors"},{"authors":["tristan-naidoo"],"categories":null,"content":"I am interested in the intersection of Natural Language Processing and Public Health. In line with this interest, the focus of my PhD is to investigate how Twitter data can be used to quantify adherence to protective behaviours over the COVID-19 pandemic.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"bae9d2884384c7cc978b3c1b1538ea6c","permalink":"https://mlglobalhealth.github.io/author/tristan-naidoo/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/tristan-naidoo/","section":"authors","summary":"I am interested in the intersection of Natural Language Processing and Public Health. In line with this interest, the focus of my PhD is to investigate how Twitter data can be used to quantify adherence to protective behaviours over the COVID-19 pandemic.","tags":null,"title":"Tristan Naidoo","type":"authors"},{"authors":["victoria-cox"],"categories":null,"content":"I am interested in the seasonality and heterogeneity of infectious disease transmission across space and time, and the interplay between environment, land use, human behaviour, zoonotic animal reservoirs and vector populations which drives this. During my PhD my research focused on the impact of climate and environmental factors on the spread of arboviruses such as dengue, chikungunya, Zika, and West Nile virus. As part of the Modelling Translational Hub at Imperial, which provides academic modelling outputs to global health agencies and other stakeholders, my research interests centre around pandemic preparedness.\n","date":-62135596800,"expirydate":-62135596800,"kind":"term","lang":"en","lastmod":-62135596800,"objectID":"e76a9d385fec9dfcdcf4f72d7bf6e2a3","permalink":"https://mlglobalhealth.github.io/author/victoria-cox/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/author/victoria-cox/","section":"authors","summary":"I am interested in the seasonality and heterogeneity of infectious disease transmission across space and time, and the interplay between environment, land use, human behaviour, zoonotic animal reservoirs and vector populations which drives this.","tags":null,"title":"Victoria Cox","type":"authors"},{"authors":null,"categories":[],"content":"Course Contents\nThursday February 22 Lecture 1: Introductions (9.00-9.30) Bayesian Inference Lecture 2: Introduction to Stan for applied Bayesian analyses (9.30-10.00) Practical 1: Stan basics (10.00-11.30) Lecture 3: Scalable Gaussian process regression models (11.45-12.30) Practical 2: Scalable GP regression models (12.30-13.00) Practical 2: Scalable GP regression models continued (14.00-16.00) Friday February 23 Infectious Disease Modelling Lecture 4: Introduction to Infectious Disease Modelling (09.00-10:00) Lecture 5: Introduction to phylogenetics (10:00-10:40) Lecture 6: (11.00-13:00) Four remote research talks from the Machine Learning and Global Health Network (Oliver Ratmann, Seth Flaxman, Samir Bhatt, Liza Semenova)\nPractical 3: Running a phylogenetic pipeline (14:00-15:00) Lecture 6: SIR models (15:00-16:00) Saturday February 24 Practical 4: Deriving SIR type models (09:00-10:30) Lecture 7: Introduction to Fitting an SIR model practical (10:45-11:00) Practical 5: Fitting an SIR model in Stan (11.00-13.00) Course material All course material is freely available from https://github.com/MLGlobalHealth/aims_rwanda_2024\n","date":170856e4,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1714480064,"objectID":"c4e40c4b72bf2ef7312cd386f0625eaf","permalink":"https://mlglobalhealth.github.io/workshops/aimsximperial2024/","publishdate":"2024-02-22T14:27:44+02:00","relpermalink":"/workshops/aimsximperial2024/","section":"workshops","summary":"In February 2024, 4 members of the Machine Learning and Global Health Network visited AIMS Rwanda to deliver a 3-day workshop on modern methods at the intersection of epidemiology, statistical modelling and computer science, including probabilistic programming using Stan, computationally efficient non-parametric Bayesian inference, statistical techniques for infectious disease modelling and public health, and phylogenetics.","tags":[],"title":"AIMS-Imperial workshop: Modern Statistics and Machine Learning for Global Health","type":"workshops"},{"authors":null,"categories":null,"content":" First thing is to fork the website repository Clone the fork on your local machine. Let us assume the directory you have cloned is named base_dir Next is to install hugo for local development. You can find instructions at this page. You may skip this page if you are not looking to have a local version, this will just not let you preview how you changes would look on the website. Now go to the base_dir using the shell of you r choice on your local computer. Mac OS Sheel after cloning the repo. To add a new user run the following command hugo new content/authors/firstname-lastname . Remember to change first and last names as the name you want for yourself (surely you can be Swapnil and want to be known as Samir/Seth that can be benefecial :P ) This will create a new folder firstname-lastname inside content/authors/ Now you can open the whole folder in a text editor of your choice and navigate to the file content/authors/firstname-lastname/_index.md Please fill in the details in this file as per your requirement. most of the stuff is self explanatory. In case of any issues raise a concern on zulip Only thing to know is that in area with user_groups the allowed values are: Principal Investigators Researchers Grad Students Administration Visitors Alumni Delete avatar.jpg in your folder and replace with a file with pic you want to be displayed. Remember you need to have the name of the file as avatar.jpg/avatar.png. This is how it look on vscode for reference VSCODE view of the repo and added new folder. Now go back to terminal and to the base_dir and run hugo serve View of the terminal after running hugo serve. This will display you changes on a localhost as informed on the terminal. Open that local host to see your changes Your changes on the local host. If you are happy then press ctrl+c to stop Now delete the the public directory. The command for unix systems is rm -rf public Commit your changes and push it to your fork Now submit a PR to the MLGH repository when happy If you want to add other content than authors you can have a more detailed look at Wowchemy Documentation for Hugo themes. Nothing more sophisticated than adding appropriate markdown files. ","date":1685664e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1685664e3,"objectID":"662fa4fc161cd37701d7cd73056e7a14","permalink":"https://mlglobalhealth.github.io/add-profile/","publishdate":"2023-06-02T00:00:00Z","relpermalink":"/add-profile/","section":"","summary":"Instruction to add an user on the mlgh webpage","tags":null,"title":"Adding your profile","type":"page"},{"authors":["Swapnil Mishra","Seth Flaxman","Tresnia Berah","Harrison Zhu","Mikko Pakkanen","Samir Bhatt"],"categories":[],"content":"","date":1664582400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1666269699,"objectID":"51e26a534cd41e33ce321bd5eb715404","permalink":"https://mlglobalhealth.github.io/publication/mishra-2022-oct/","publishdate":"2022-10-20T12:41:39.069971Z","relpermalink":"/publication/mishra-2022-oct/","section":"publication","summary":"","tags":[],"title":"πVAE: a stochastic process prior for Bayesian deep learning with MCMC","type":"publication"},{"authors":["Susan Hillis","Joel-Pascal Ntwali N’konzi","William Msemburi","Lucie Cluver","Andrés Villaveces","Seth Flaxman","H. Juliette T. Unwin"],"categories":[],"content":"","date":1661990400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1666268864,"objectID":"ee7342c40906f87d09776e504107c540","permalink":"https://mlglobalhealth.github.io/publication/10-1001-jamapediatrics-2022-3157/","publishdate":"2022-10-20T12:29:23.658815Z","relpermalink":"/publication/10-1001-jamapediatrics-2022-3157/","section":"publication","summary":"The availability of new excess mortality data enables us to update global minimum estimates of COVID-19 orphanhood and caregiver death among children. Consequences for children can be devastating, including institutionalization, abuse, traumatic grief, mental health problems, adolescent pregnancy, poor educational outcomes, and chronic and infectious diseases. Global totals and country comparisons were previously hampered by inconsistencies in COVID-19 testing and incomplete death reporting. The new orphanhood estimates derived here based on excess deaths provide a comprehensive measure of COVID-19’s long-term impact on orphanhood and caregiver loss.","tags":[],"title":"Orphanhood and Caregiver Loss Among Children Based on New Global Excess COVID-19 Death Estimates","type":"publication"},{"authors":["Elizaveta Semenova","Yidan Xu","Adam Howes","Theo Rashid","Samir Bhatt","Swapnil Mishra","Seth Flaxman"],"categories":[],"content":"","date":1654041600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"f934857f89d5549bb703fa1d4cdb3f84","permalink":"https://mlglobalhealth.github.io/publication/semenova-2022-jun/","publishdate":"2022-10-20T12:29:16.209448Z","relpermalink":"/publication/semenova-2022-jun/","section":"publication","summary":"","tags":[],"title":"PriorVAE: encoding spatial priors with variational autoencoders for small-area estimation","type":"publication"},{"authors":["Andrea Brizzi","Charles Whittaker","Luciana M. S. Servo","Iwona Hawryluk","Carlos A. Prete","William M. de Souza","Renato S. Aguiar","Leonardo J. T. Araujo","Leonardo S. Bastos","Alexandra Blenkinsop","Lewis F. Buss","Darlan Candido","Marcia C. Castro","Silvia F. Costa","Julio Croda","Andreza Aruska de Souza Santos","Christopher Dye","Seth Flaxman","Paula L. C. Fonseca","Victor E. V. Geddes","Bernardo Gutierrez","Philippe Lemey","Anna S. Levin","Thomas Mellan","Diego M. Bonfim","Xenia Miscouridou","Swapnil Mishra","Mélodie Monod","Filipe R. R. Moreira","Bruce Nelson","Rafael H. M. Pereira","Otavio Ranzani","Ricardo P. Schnekenberg","Elizaveta Semenova","Raphael Sonnabend","Renan P. Souza","Xiaoyue Xi","Ester C. Sabino","Nuno R. Faria","Samir Bhatt","Oliver Ratmann"],"categories":[],"content":"","date":1651363200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"8fbc6a9dab990a5faf68c4e7ff35aafa","permalink":"https://mlglobalhealth.github.io/publication/brizzi-2022-may/","publishdate":"2022-10-20T12:29:16.328505Z","relpermalink":"/publication/brizzi-2022-may/","section":"publication","summary":"","tags":[],"title":"Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals","type":"publication"},{"authors":["Charles Whittaker","Peter Winskill","Marianne Sinka","Samuel Pironon","Claire Massey","Daniel J. Weiss","Michele Nguyen","Peter W. Gething","Ashwani Kumar","Azra Ghani","Samir Bhatt"],"categories":[],"content":"","date":1648771200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"72c19045954439108567bdfd7e74bf34","permalink":"https://mlglobalhealth.github.io/publication/whittaker-2022-apr/","publishdate":"2022-10-20T12:29:16.45409Z","relpermalink":"/publication/whittaker-2022-apr/","section":"publication","summary":"","tags":[],"title":"A novel statistical framework for exploring the population dynamics and seasonality of mosquito populations","type":"publication"},{"authors":["Juliette Unwin","Susan Hillis","Lucie Cluver","Seth Flaxman","Philip S. Goldman","Alexander Butchart","Gretchen Bachman","Laura Rawlings","Christl A. Donnelly","Oliver Ratmann","Phil Green","Charles A. Nelson","Alexandra Blenkinsop","Samir Bhatt","Chris Desmond","Andrés Villaveces","Lorraine Sherr"],"categories":[],"content":"","date":1648771200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"92b6d2d4bd942d891cf601d7ac27c210","permalink":"https://mlglobalhealth.github.io/publication/unwin-2022-apr/","publishdate":"2022-10-20T12:29:16.565355Z","relpermalink":"/publication/unwin-2022-apr/","section":"publication","summary":"","tags":[],"title":"Global, regional, and national minimum estimates of children affected by COVID-19-associated orphanhood and caregiver death, by age and family circumstance up to Oct 31, 2021: an updated modelling study","type":"publication"},{"authors":["Seth Flaxman","Charles Whittaker","Elizaveta Semenova","Theo Rashid","Robbie Parks","Alexandra Blenkinsop","H Juliette T Unwin","Swapnil Mishra","Samir Bhatt","Deepti Gurdasani"," others"],"categories":[],"content":"","date":1640995200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822704,"objectID":"97821929692f61fe883ad374f436c08e","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2022-covid/","publishdate":"2022-10-20T12:29:22.144162Z","relpermalink":"/publication/flaxman-2022-covid/","section":"publication","summary":"","tags":[],"title":"Covid-19 is a leading cause of death in children and young people ages 0-19 years in the United States","type":"publication"},{"authors":["James W Firman","Mark TD Cronin","Philip H Rowe","Elizaveta Semenova","John E Doe"],"categories":[],"content":"","date":1640995200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822704,"objectID":"4780d80b47175d844b7b271ebf061d7a","permalink":"https://mlglobalhealth.github.io/publication/firman-2022-use/","publishdate":"2022-10-20T12:29:22.263812Z","relpermalink":"/publication/firman-2022-use/","section":"publication","summary":"","tags":[],"title":"The use of Bayesian methodology in the development and validation of a tiered assessment approach towards prediction of rat acute oral toxicity","type":"publication"},{"authors":["Iwona Hawryluk","Henrique Hoeltgebaum","Swapnil Mishra","Xenia Miscouridou","Ricardo P. Schnekenberg","Charles Whittaker","Michaela Vollmer","Seth Flaxman","Samir Bhatt","Thomas A. Mellan"],"categories":[],"content":"","date":1638316800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"e85ac8c7bb9f94470484809df3b9407b","permalink":"https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/","publishdate":"2022-10-20T12:29:16.679759Z","relpermalink":"/publication/hawryluk-2021-dec/","section":"publication","summary":"","tags":[],"title":"Gaussian process nowcasting: application to COVID-19 mortality reporting","type":"publication"},{"authors":["Valerie C. Bradley","Shiro Kuriwaki","Michael Isakov","Dino Sejdinovic","Xiao-Li Meng","Seth Flaxman"],"categories":[],"content":"","date":1638316800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822697,"objectID":"2fff244a4c975e8a7401a5839f32cdb9","permalink":"https://mlglobalhealth.github.io/publication/bradley-2021-dec/","publishdate":"2022-10-20T12:29:19.108251Z","relpermalink":"/publication/bradley-2021-dec/","section":"publication","summary":"","tags":[],"title":"Unrepresentative big surveys significantly overestimated US vaccine uptake","type":"publication"},{"authors":["Charles Whittaker","Patrick G. T. Walker","Mervat Alhaffar","Arran Hamlet","Bimandra A. Djaafara","Azra Ghani","Neil Ferguson","Maysoon Dahab","Francesco Checchi","Oliver J. Watson"],"categories":[],"content":"","date":1633046400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822699,"objectID":"27fc7eaa2991ce22721ec8ca71a95c00","permalink":"https://mlglobalhealth.github.io/publication/whittaker-2021-oct/","publishdate":"2022-10-20T12:29:20.126079Z","relpermalink":"/publication/whittaker-2021-oct/","section":"publication","summary":"","tags":[],"title":"Under-reporting of deaths limits our understanding of true burden of covid-19","type":"publication"},{"authors":["Mrinank Sharma","Sören Mindermann","Charlie Rogers-Smith","Gavin Leech","Benedict Snodin","Janvi Ahuja","Jonas B Sandbrink","Joshua Teperowski Monrad","George Altman","Gurpreet Dhaliwal","Lukas Finnveden","Alexander John Norman","Sebastian B Oehm","Julia Fabienne Sandkühler","Laurence Aitchison","Tomá ̌s Gavenčiak","Thomas Mellan","Jan Kulveit","Leonid Chindelevitch","Seth Flaxman","Yarin Gal","Swapnil Mishra","Samir Bhatt","Jan Markus Brauner"],"categories":[],"content":"","date":1633046400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"0d265c1bb7fd46823df9773d2afd95aa","permalink":"https://mlglobalhealth.github.io/publication/sharma-2021-xj/","publishdate":"2022-10-20T12:29:14.848607Z","relpermalink":"/publication/sharma-2021-xj/","section":"publication","summary":"European governments use non-pharmaceutical interventions (NPIs) to control resurging waves of COVID-19. However, they only have outdated estimates for how effective individual NPIs were in the first wave. We estimate the effectiveness of 17 NPIs in Europe's second wave from subnational case and death data by introducing a flexible hierarchical Bayesian transmission model and collecting the largest dataset of NPI implementation dates across Europe. Business closures, educational institution closures, and gathering bans reduced transmission, but reduced it less than they did in the first wave. This difference is likely due to organisational safety measures and individual protective behaviours-such as distancing-which made various areas of public life safer and thereby reduced the effect of closing them. Specifically, we find smaller effects for closing educational institutions, suggesting that stringent safety measures made schools safer compared to the first wave. Second-wave estimates outperform previous estimates at predicting transmission in Europe's third wave.","tags":[],"title":"Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe","type":"publication"},{"authors":["Susan D. Hillis","H. Juliette T. Unwin","Yu Chen","Lucie Cluver","Lorraine Sherr","Philip S. Goldman","Oliver Ratmann","Christl A. Donnelly","Samir Bhatt","Andrés Villaveces","Alexander Butchart","Gretchen Bachman","Laura Rawlings","Phil Green","Charles A. Nelson","Seth Flaxman"],"categories":[],"content":"","date":1625097600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"3c2ce18b4518ea383a73bb444bb60a16","permalink":"https://mlglobalhealth.github.io/publication/hillis-2021-jul/","publishdate":"2022-10-20T12:29:16.792377Z","relpermalink":"/publication/hillis-2021-jul/","section":"publication","summary":"","tags":[],"title":"Global minimum estimates of children affected by COVID-19-associated orphanhood and deaths of caregivers: a modelling study","type":"publication"},{"authors":["P. Smith Thomas","Flaxman Seth","S. Gallinat Amanda","P. Kinosian Sylvia","Stemkovski Michael","T. Unwin H. Juliette","J. Watson Oliver","Whittaker Charles","Cattarino Lorenzo","Dorigatti Ilaria","Tristem Michael","D. Pearse William"],"categories":[],"content":"","date":1622505600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822696,"objectID":"81c6b88dfb174363a55f990f09e45659","permalink":"https://mlglobalhealth.github.io/publication/smith-thomas-2021-jun/","publishdate":"2022-10-20T12:29:18.99721Z","relpermalink":"/publication/smith-thomas-2021-jun/","section":"publication","summary":"","tags":[],"title":"Temperature and population density influence SARS-CoV-2 transmission in the absence of nonpharmaceutical interventions","type":"publication"},{"authors":["Juliette Unwin","Isobel Routledge","Seth Flaxman","Marian-Andrei Rizoiu","Shengjie Lai","Justin Cohen","Daniel J. Weiss","Swapnil Mishra","Samir Bhatt"],"categories":[],"content":"","date":1617235200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"cad4566663e758e85157cb74f12f1336","permalink":"https://mlglobalhealth.github.io/publication/unwin-2021-apr/","publishdate":"2022-10-20T12:29:17.144138Z","relpermalink":"/publication/unwin-2021-apr/","section":"publication","summary":"","tags":[],"title":"Using Hawkes Processes to model imported and local malaria cases in near-elimination settings","type":"publication"},{"authors":["Erik Volz","Swapnil Mishra","Meera Chand","Jeffrey C. Barrett","Robert Johnson","Lily Geidelberg","Wes R. Hinsley","Daniel J. Laydon","Gavin Dabrera","ıfmmode\\acuteA\\elseÁ\\fiine O′Toole","Roberto Amato","Manon Ragonnet-Cronin","Ian Harrison","Ben Jackson","Cristina V. Ariani","Olivia Boyd","Nicholas J. Loman","John T. McCrone","Sıfmmode\\acuteo\\elseó\\finia Gonıfmmode\\mboxç\\elseç\\fialves","David Jorgensen","Richard Myers","Verity Hill","David K. Jackson","Katy Gaythorpe","Natalie Groves","John Sillitoe","Dominic P. Kwiatkowski","Seth Flaxman","Oliver Ratmann","Samir Bhatt","Susan Hopkins","Axel Gandy","Andrew Rambaut","Neil M. Ferguson","The COVID-19 Genomics UK (COG-UK) consortium"],"categories":[],"content":"","date":1614556800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"e7aee861bbdd80dcbd1ce5b0176d875f","permalink":"https://mlglobalhealth.github.io/publication/volz-2021-mar/","publishdate":"2022-06-21T14:44:50.280033Z","relpermalink":"/publication/volz-2021-mar/","section":"publication","summary":"","tags":[],"title":"Assessing transmissibility of SARS-CoV-2 lineage B.1.1.7 in England","type":"publication"},{"authors":["Louis du Plessis","John T. McCrone","Alexander E. Zarebski","Verity Hill","Christopher Ruis","Bernardo Gutierrez","Jayna Raghwani","Jordan Ashworth","Rachel Colquhoun","Thomas R. Connor","Nuno R. Faria","Ben Jackson","Nicholas J. Loman","ıfmmode\\acuteA\\elseÁ\\fiine O′Toole","Samuel M. Nicholls","Kris V. Parag","Emily Scher","Tetyana I. Vasylyeva","Erik M. Volz","Alexander Watts","Isaac I. Bogoch","Kamran Khan","Covid-19 Genomics Uk (cog-Uk) Consortiumıfmmode\\dag\\else†\\fi","David M. Aanensen","Moritz U. G. Kraemer","Andrew Rambaut","Oliver G. Pybus"],"categories":[],"content":"","date":1612137600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822699,"objectID":"4ba2dab73bb7666e2a591775e66e067b","permalink":"https://mlglobalhealth.github.io/publication/du-plessis-2021-feb/","publishdate":"2022-10-20T12:29:20.24868Z","relpermalink":"/publication/du-plessis-2021-feb/","section":"publication","summary":"","tags":[],"title":"Establishment and lineage dynamics of the SARS-CoV-2 epidemic in the UK","type":"publication"},{"authors":["Ester C. Sabino","Lewis F. Buss","Maria P. S. Carvalho","Carlos A. Prete","Myuki A. E. Crispim","Nelson A. Fraiji","Rafael H. M. Pereira","Kris V. Parag","Pedro da Silva Peixoto","Moritz U. G. Kraemer","Marcio K. Oikawa","Tassila Salomon","Zulma M. Cucunuba","Mıfmmode\\acutea\\elseá\\fircia C. Castro","Andreza Aruska de Souza Santos","Vıfmmode\\acuteımath\\elseí\\fitor H. Nascimento","Henrique S. Pereira","Neil M. Ferguson","Oliver G. Pybus","Adam Kucharski","Michael P. Busch","Christopher Dye","Nuno Faria"],"categories":[],"content":"","date":1612137600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822699,"objectID":"b8f54fe208f8dd9eb54fc2690c7c8c8f","permalink":"https://mlglobalhealth.github.io/publication/sabino-2021-feb/","publishdate":"2022-10-20T12:29:20.364186Z","relpermalink":"/publication/sabino-2021-feb/","section":"publication","summary":"","tags":[],"title":"Resurgence of COVID-19 in Manaus, Brazil, despite high seroprevalence","type":"publication"},{"authors":["Mélodie Monod","Alexandra Blenkinsop","Xiaoyue Xi","Daniel Hebert","Sivan Bershan","Simon Tietze","Marc Baguelin","Valerie C. Bradley","Yu Chen","Helen Coupland","Sarah Filippi","Jonathan Ish-Horowicz","Martin McManus","Thomas Mellan","Axel Gandy","Michael Hutchinson","Juliette Unwin","Sabine L. van Elsland","Michaela A. C. Vollmer","Sebastian Weber","Harrison Zhu","Anne Bezancon","Neil M. Ferguson","Swapnil Mishra","Seth Flaxman","Samir Bhatt","Oliver Ratmann"," "],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"9eed792a6e21d8b6f19bc63996b67be8","permalink":"https://mlglobalhealth.github.io/publication/monodeabe-8372/","publishdate":"2022-10-20T12:29:15.00626Z","relpermalink":"/publication/monodeabe-8372/","section":"publication","summary":"Following initial declines, in mid 2020 a resurgence in transmission of novel coronavirus disease (COVID-19) occurred in the US and Europe. As COVID19 disease control efforts are re-intensified, understanding the age demographics driving transmission and how these affect the loosening of interventions is crucial. We analyze aggregated, age-specific mobility trends from more than 10 million individuals in the US and link these mechanistically to age-specific COVID-19 mortality data. We estimate that as of October 2020, individuals aged 20-49 are the only age groups sustaining resurgent SARS-CoV-2 transmission with reproduction numbers well above one, and that at least 65 of 100 COVID-19 infections originate from individuals aged 20-49 in the US. Targeting interventions – including transmission-blocking vaccines – to adults aged 20-49 is an important consideration in halting resurgent epidemics and preventing COVID-19-attributable deaths.","tags":[],"title":"Age groups that sustain resurging COVID-19 epidemics in the United States","type":"publication"},{"authors":["PA Vel’misov","Yu A Tamarova","EP Semenova"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822709,"objectID":"6780b72bf360c60a06c603afcc165f61","permalink":"https://mlglobalhealth.github.io/publication/vel-2021-asymptotic/","publishdate":"2022-10-20T12:29:23.423473Z","relpermalink":"/publication/vel-2021-asymptotic/","section":"publication","summary":"","tags":[],"title":"Asymptotic Equations of Gas Dynamics: Qualitative Analysis, Construction of Solutions, and Applications","type":"publication"},{"authors":["Léo Grinsztajn","Elizaveta Semenova","Charles C Margossian","Julien Riou"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822706,"objectID":"4a5a4ea251a14ee86d1760b7366fe99e","permalink":"https://mlglobalhealth.github.io/publication/grinsztajn-2021-bayesian/","publishdate":"2022-10-20T12:29:22.834268Z","relpermalink":"/publication/grinsztajn-2021-bayesian/","section":"publication","summary":"","tags":[],"title":"Bayesian workflow for disease transmission modeling in Stan","type":"publication"},{"authors":["Swapnil Mishra","Sören Mindermann","Mrinank Sharma","Charles Whittaker","Thomas A Mellan","Thomas Wilton","Dimitra Klapsa","Ryan Mate","Martin Fritzsche","Maria Zambon","Janvi Ahuja","Adam Howes","Xenia Miscouridou","Guy P Nason","Oliver Ratmann","Elizaveta Semenova","Gavin Leech","Julia Fabienne Sandkühler","Charlie Rogers-Smith","Michaela Vollmer","H Juliette T Unwin","Yarin Gal","Meera Chand","Axel Gandy","Javier Martin","Erik Volz","Neil M Ferguson","Samir Bhatt","Jan M Brauner","Seth Flaxman","The COVID-19 Genomics UK (COG-UK) Consortium"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822705,"objectID":"937d95fbf76151496cd2855deca90022","permalink":"https://mlglobalhealth.github.io/publication/mishra-2021-changing/","publishdate":"2022-10-20T12:29:22.607055Z","relpermalink":"/publication/mishra-2021-changing/","section":"publication","summary":"","tags":[],"title":"Changing composition of SARS-CoV-2 lineages and rise of Delta variant in England","type":"publication"},{"authors":["Elizaveta Semenova$^\\dagger$","Maria Luisa Guerriero","Bairu Zhang","Andreas Hock","Philip Hopcroft","Ganesh Kadamur","Avid M Afzal","Stanley E Lazic"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822705,"objectID":"36c6a137f500e2319fec27005a2ed649","permalink":"https://mlglobalhealth.github.io/publication/semenova-2021-flexible/","publishdate":"2022-10-20T12:29:22.493709Z","relpermalink":"/publication/semenova-2021-flexible/","section":"publication","summary":"","tags":[],"title":"Flexible fitting of PROTAC concentration-response curves with changepoint Gaussian Processes","type":"publication"},{"authors":["AF Brito$^*$","E Semenova$^*$","G Dudas$^*$","GW Hassler","CC Kalinich","MUG Kraemer","SC Hill","OG Pybus","C Dye","S Bhatt"," others"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822704,"objectID":"0b22d05b908decf10eea49058efb930d","permalink":"https://mlglobalhealth.github.io/publication/brito-2021-global/","publishdate":"2022-10-20T12:29:22.382147Z","relpermalink":"/publication/brito-2021-global/","section":"publication","summary":"","tags":[],"title":"Global disparities in SARS-CoV-2 genomic surveillance","type":"publication"},{"authors":["Lewis F. Buss","Carlos A. PreteJr.","Claudia M. M. Abrahim","Alfredo MendroneJr.","Tassila Salomon","Cesar de Almeida-Neto","Rafael F. O. Franıfmmode\\mboxç\\elseç\\fia","Maria C. Belotti","Maria P. S. S. Carvalho","Allyson G. Costa","Myuki A. E. Crispim","Suzete C. Ferreira","Nelson A. Fraiji","Susie Gurzenda","Charles Whittaker","Leonardo T. Kamaura","Pedro L. Takecian","Pedro da Silva Peixoto","Marcio K. Oikawa","Anna S. Nishiya","Vanderson Rocha","Nanci A. Salles","Andreza Aruska de Souza Santos","Martirene A. da Silva","Brian Custer","Kris V. Parag","Manoel Barral-Netto","Moritz U. G. Kraemer","Rafael H. M. Pereira","Oliver G. Pybus","Michael P. Busch","Mıfmmode\\acutea\\elseá\\fircia C. Castro","Christopher Dye","Vıfmmode\\acuteımath\\elseí\\fitor H. Nascimento","Nuno Faria","Ester C. Sabino"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822700,"objectID":"18a5fa46b2ca9d3d7a028ac442f9635c","permalink":"https://mlglobalhealth.github.io/publication/buss-2021-jan/","publishdate":"2022-10-20T12:29:20.477823Z","relpermalink":"/publication/buss-2021-jan/","section":"publication","summary":"","tags":[],"title":"Three-quarters attack rate of SARS-CoV-2 in the Brazilian Amazon during a largely unmitigated epidemic","type":"publication"},{"authors":["Lesley Scott","Nei-Yuan Hsiao","Sikhuline Moyo","Lavanya Singh","Houriiyah Tegally","Graeme Dor","Piet Maes","Oliver G Pybus","Moritz UG Kraemer","Elizaveta Semenova"," others"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822706,"objectID":"465e21f8154a470abe9add3d5512c78e","permalink":"https://mlglobalhealth.github.io/publication/scott-2021-track/","publishdate":"2022-10-20T12:29:22.721112Z","relpermalink":"/publication/scott-2021-track/","section":"publication","summary":"","tags":[],"title":"Track Omicron’s spread with molecular data","type":"publication"},{"authors":["Lewis H Mervin","Simon Johansson","Elizaveta Semenova","Kathryn A Giblin","Ola Engkvist"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822707,"objectID":"45649d39ad72a1f1a65ebd4a80d98bbe","permalink":"https://mlglobalhealth.github.io/publication/mervin-2021-uncertainty/","publishdate":"2022-10-20T12:29:22.94698Z","relpermalink":"/publication/mervin-2021-uncertainty/","section":"publication","summary":"","tags":[],"title":"Uncertainty quantification in drug design","type":"publication"},{"authors":["Mikko S Pakkanen","Xenia Miscouridou","T Berah","Swapnil Mishra","TA Mellan","Samir Bhatt"],"categories":[],"content":"","date":1609459200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"3f938f7307adbc0ac127d6ae8d68065b","permalink":"https://mlglobalhealth.github.io/publication/pakkanen-2021-unifying/","publishdate":"2022-10-20T12:29:16.908272Z","relpermalink":"/publication/pakkanen-2021-unifying/","section":"publication","summary":"","tags":[],"title":"Unifying incidence and prevalence under a time-varying general branching process","type":"publication"},{"authors":["Juliette Unwin","Swapnil Mishra","Valerie C. Bradley","Axel Gandy","Thomas A. Mellan","Helen Coupland","Jonathan Ish-Horowicz","Michaela A. C. Vollmer","Charles Whittaker","Sarah L. Filippi","Xiaoyue Xi","Mélodie Monod","Oliver Ratmann","Michael Hutchinson","Fabian Valka","Harrison Zhu","Iwona Hawryluk","Philip Milton","Kylie E. C. Ainslie","Marc Baguelin","Adhiratha Boonyasiri","Nick F. Brazeau","Lorenzo Cattarino","Zulma Cucunuba","Gina Cuomo-Dannenburg","Ilaria Dorigatti","Oliver D. Eales","Jeffrey W. Eaton","Sabine L. van Elsland","Richard G. FitzJohn","Katy A. M. Gaythorpe","William Green","Wes Hinsley","Benjamin Jeffrey","Edward Knock","Daniel J. Laydon","John Lees","Gemma Nedjati-Gilani","Pierre Nouvellet","Lucy Okell","Kris V. Parag","Igor Siveroni","Hayley A. Thompson","Patrick Walker","Caroline E. Walters","Oliver J. Watson","Lilith K. Whittles","Azra C. Ghani","Neil M. Ferguson","Steven Riley","Christl A. Donnelly","Samir Bhatt","Seth Flaxman"],"categories":[],"content":"","date":1606780800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"ca3376aa1200064dd201a37ce1173e87","permalink":"https://mlglobalhealth.github.io/publication/unwin-2020-dec/","publishdate":"2022-10-20T12:29:15.124195Z","relpermalink":"/publication/unwin-2020-dec/","section":"publication","summary":"","tags":[],"title":"State-level tracking of COVID-19 in the United States","type":"publication"},{"authors":["Darlan S. Candido","Ingra M. Claro","Jaqueline G. de Jesus","William M. Souza","Filipe R. R. Moreira","Simon Dellicour","Thomas A. Mellan","Louis du Plessis","Rafael H. M. Pereira","Flavia C. S. Sales","Erika R. Manuli","Julien Thıfmmode\\acutee\\elseé\\fizıfmmode\\acutee\\elseé\\fi","Luiz Almeida","Mariane T. Menezes","Carolina M. Voloch","Marcilio J. Fumagalli","Thaıfmmode\\acuteımath\\elseí\\fis M. Coletti","Camila A. M. da Silva","Mariana S. Ramundo","Mariene R. Amorim","Henrique H. Hoeltgebaum","Swapnil Mishra","Mandev S. Gill","Luiz M. Carvalho","Lewis F. Buss","Carlos A. PreteJr.","Jordan Ashworth","Helder I. Nakaya","Pedro S. Peixoto","Oliver J. Brady","Samuel M. Nicholls","Amilcar Tanuri","ıfmmode\\acuteA\\elseÁ\\fitila D. Rossi","Carlos K. V. Braga","Alexandra L. Gerber","Ana Paula de C. Guimarıfmmode\\tildea\\elseã\\fies","Nelson GaburoJr.","Cecila Salete Alencar","Alessandro C. S. Ferreira","Cristiano X. Lima","Josıfmmode\\acutee\\elseé\\fi Eduardo Levi","Celso Granato","Giulia M. Ferreira","Ronaldo S. FranciscoJr.","Fabiana Granja","Marcia T. Garcia","Maria Luiza Moretti","Mauricio W. PerroudJr.","Terezinha M. P. P. Castiıfmmode\\tilden\\elseñ\\fieiras","Carolina S. Lazari","Sarah C. Hill","Andreza Aruska de Souza Santos","Camila L. Simeoni","Julia Forato","Andrei C. Sposito","Angelica Z. Schreiber","Magnun N. N. Santos","Camila Zolini de Sıfmmode\\acutea\\elseá\\fi","Renan P. Souza","Luciana C. Resende-Moreira","Mauro M. Teixeira","Josy Hubner","Patricia A. F. Leme","Rennan G. Moreira","Maurıfmmode\\acuteımath\\elseí\\ficio L. Nogueira","Diagnosis Brazil-Uk Centre for Arbovirus Discovery","Neil M. Ferguson","Silvia F. Costa","Josıfmmode\\acutee\\elseé\\fi Luiz Proenca-Modena","Ana Tereza R. Vasconcelos","Samir Bhatt","Philippe Lemey","Chieh-Hsi Wu","Andrew Rambaut","Nick J. Loman","Renato S. Aguiar","Oliver G. Pybus","Ester C. Sabino","Nuno Rodrigues Faria"],"categories":[],"content":"","date":1598918400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"de8f807676bbb4b37cc0405a056a1981","permalink":"https://mlglobalhealth.github.io/publication/candido-2020-sep/","publishdate":"2022-10-20T12:29:17.025097Z","relpermalink":"/publication/candido-2020-sep/","section":"publication","summary":"","tags":[],"title":"Evolution and epidemic spread of SARS-CoV-2 in Brazil","type":"publication"},{"authors":["Alexandra B. Hogan","Britta L. Jewell","Ellie Sherrard-Smith","Juan F. Vesga","Oliver J. Watson","Charles Whittaker","Arran Hamlet","Jennifer A. Smith","Peter Winskill","Robert Verity","Marc Baguelin","John A. Lees","Lilith K. Whittles","Kylie E. C. Ainslie","Samir Bhatt","Adhiratha Boonyasiri","Nicholas F. Brazeau","Lorenzo Cattarino","Laura V. Cooper","Helen Coupland","Gina Cuomo-Dannenburg","Amy Dighe","Bimandra A. Djaafara","Christl A. Donnelly","Jeff W. Eaton","Sabine L. van Elsland","Richard G. FitzJohn","Han Fu","Katy A. M. Gaythorpe","William Green","David J. Haw","Sarah Hayes","Wes Hinsley","Natsuko Imai","Daniel J. Laydon","Tara D. Mangal","Thomas A. Mellan","Swapnil Mishra","Gemma Nedjati-Gilani","Kris V. Parag","Hayley A. Thompson","H. Juliette T. Unwin","Michaela A. C. Vollmer","Caroline E. Walters","Haowei Wang","Yuanrong Wang","Xiaoyue Xi","Neil M. Ferguson","Lucy C. Okell","Thomas S. Churcher","Nimalan Arinaminpathy","Azra C. Ghani","Patrick G. T. Walker","Timothy B. Hallett"],"categories":[],"content":"","date":1598918400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822698,"objectID":"2949b5ae9ec8e62b5eeddfcc2d0fde2b","permalink":"https://mlglobalhealth.github.io/publication/hogan-2020-sep/","publishdate":"2022-10-20T12:29:19.784388Z","relpermalink":"/publication/hogan-2020-sep/","section":"publication","summary":"","tags":[],"title":"Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study","type":"publication"},{"authors":["Ellie Sherrard-Smith","Alexandra B. Hogan","Arran Hamlet","Oliver J. Watson","Charlie Whittaker","Peter Winskill","Fatima Ali","Audu B. Mohammad","Perpetua Uhomoibhi","Ibrahim Maikore","Nnenna Ogbulafor","Jamilu Nikau","Mara D. Kont","Joseph D. Challenger","Robert Verity","Ben Lambert","Matthew Cairns","Bhargavi Rao","Marc Baguelin","Lilith K. Whittles","John A. Lees","Sangeeta Bhatia","Edward S. Knock","Lucy Okell","Hannah C. Slater","Azra C. Ghani","Patrick G. T. Walker","Okefu Oyale Okoko","Thomas S. Churcher"],"categories":[],"content":"","date":1598918400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822699,"objectID":"084fafd93443f15a304118cf631c8d37","permalink":"https://mlglobalhealth.github.io/publication/sherrard-smith-2020-sep/","publishdate":"2022-10-20T12:29:20.01116Z","relpermalink":"/publication/sherrard-smith-2020-sep/","section":"publication","summary":"","tags":[],"title":"The potential public health consequences of COVID-19 on malaria in Africa","type":"publication"},{"authors":["William Marciel de Souza","Lewis Fletcher Buss","Darlan da Silva Candido","Jean-Paul Carrera","Sabrina Li","Alexander E. Zarebski","Rafael Henrique Moraes Pereira","Carlos A. Prete","Andreza Aruska de Souza-Santos","Kris V. Parag","Maria Carolina T. D. Belotti","Maria F. Vincenti-Gonzalez","Janey Messina","Flavia Cristina da Silva Sales","Pamela dos Santos Andrade","Vıfmmode\\acuteımath\\elseí\\fitor Heloiz Nascimento","Fabio Ghilardi","Leandro Abade","Bernardo Gutierrez","Moritz U. G. Kraemer","Carlos K. V. Braga","Renato Santana Aguiar","Neal Alexander","Philippe Mayaud","Oliver J. Brady","Izabel Marcilio","Nelson Gouveia","Guangdi Li","Adriana Tami","Silvano Barbosa de Oliveira","Victor Bertollo Gomes Porto","Fabiana Ganem","Walquiria Aparecida Ferreira de Almeida","Francieli Fontana Sutile Tardetti Fantinato","Eduardo Marques Macıfmmode\\acutea\\elseá\\firio","Wanderson Kleber de Oliveira","Mauricio L. Nogueira","Oliver G. Pybus","Chieh-Hsi Wu","Julio Croda","Ester C. Sabino","Nuno Faria"],"categories":[],"content":"","date":159624e4,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822700,"objectID":"98561c8777cda50c2e92692088e48133","permalink":"https://mlglobalhealth.github.io/publication/de-souza-2020-aug/","publishdate":"2022-10-20T12:29:20.594775Z","relpermalink":"/publication/de-souza-2020-aug/","section":"publication","summary":"","tags":[],"title":"Epidemiological and clinical characteristics of the COVID-19 epidemic in Brazil","type":"publication"},{"authors":["Patrick G. T. Walker","Charles Whittaker","Oliver J. Watson","Marc Baguelin","Peter Winskill","Arran Hamlet","Bimandra A. Djafaara","Zulma Cucunubıfmmode\\acutea\\elseá\\fi","Daniela Olivera Mesa","Will Green","Hayley Thompson","Shevanthi Nayagam","Kylie E. C. Ainslie","Sangeeta Bhatia","Samir Bhatt","Adhiratha Boonyasiri","Olivia Boyd","Nicholas F. Brazeau","Lorenzo Cattarino","Gina Cuomo-Dannenburg","Amy Dighe","Christl A. Donnelly","Ilaria Dorigatti","Sabine L. van Elsland","Rich FitzJohn","Han Fu","Katy A. M. Gaythorpe","Lily Geidelberg","Nicholas Grassly","David Haw","Sarah Hayes","Wes Hinsley","Natsuko Imai","David Jorgensen","Edward Knock","Daniel Laydon","Swapnil Mishra","Gemma Nedjati-Gilani","Lucy C. Okell","H. Juliette Unwin","Robert Verity","Michaela Vollmer","Caroline E. Walters","Haowei Wang","Yuanrong Wang","Xiaoyue Xi","David G. Lalloo","Neil M. Ferguson","Azra C. Ghani"],"categories":[],"content":"","date":1593561600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822698,"objectID":"5f6e0b776956d6a62bb7a4b7851e8eb5","permalink":"https://mlglobalhealth.github.io/publication/walker-2020-jul/","publishdate":"2022-10-20T12:29:19.668936Z","relpermalink":"/publication/walker-2020-jul/","section":"publication","summary":"","tags":[],"title":"The impact of COVID-19 and strategies for mitigation and suppression in low- and middle-income countries","type":"publication"},{"authors":["Robert Verity","Lucy C. Okell","Ilaria Dorigatti","Peter Winskill","Charles Whittaker","Natsuko Imai","Gina Cuomo-Dannenburg","Hayley Thompson","Patrick G. T. Walker","Han Fu","Amy Dighe","Jamie T. Griffin","Marc Baguelin","Sangeeta Bhatia","Adhiratha Boonyasiri","Anne Cori","Zulma Cucunubıfmmode\\acutea\\elseá\\fi","Rich FitzJohn","Katy Gaythorpe","Will Green","Arran Hamlet","Wes Hinsley","Daniel Laydon","Gemma Nedjati-Gilani","Steven Riley","Sabine van Elsland","Erik Volz","Haowei Wang","Yuanrong Wang","Xiaoyue Xi","Christl A. Donnelly","Azra C. Ghani","Neil M. Ferguson"],"categories":[],"content":"","date":1590969600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"ca3a1ac00aaf5817e3e18e48d8835d21","permalink":"https://mlglobalhealth.github.io/publication/verity-2020-jun/","publishdate":"2022-10-20T12:29:17.498623Z","relpermalink":"/publication/verity-2020-jun/","section":"publication","summary":"","tags":[],"title":"Estimates of the severity of coronavirus disease 2019: a model-based analysis","type":"publication"},{"authors":["Seth Flaxman","Swapnil Mishra","Axel Gandy","Juliette Unwin","Thomas A. Mellan","Helen Coupland","Charles Whittaker","Harrison Zhu","Tresnia Berah","Jeffrey W. Eaton","Mélodie Monod","Pablo N. Perez-Guzman","Nora Schmit","Lucia Cilloni","Kylie E. C. Ainslie","Marc Baguelin","Adhiratha Boonyasiri","Olivia Boyd","Lorenzo Cattarino","Laura V. Cooper","Zulma Cucunubá","Gina Cuomo-Dannenburg","Amy Dighe","Bimandra Djaafara","Ilaria Dorigatti","Sabine L. van Elsland","Richard G. FitzJohn","Katy A. M. Gaythorpe","Lily Geidelberg","Nicholas C. Grassly","William D. Green","Timothy Hallett","Arran Hamlet","Wes Hinsley","Ben Jeffrey","Edward Knock","Daniel J. Laydon","Gemma Nedjati-Gilani","Pierre Nouvellet","Kris V. Parag","Igor Siveroni","Hayley A. Thompson","Robert Verity","Erik Volz","Caroline E. Walters","Haowei Wang","Yuanrong Wang","Oliver J. Watson","Peter Winskill","Xiaoyue Xi","Patrick GT Walker","Azra C. Ghani","Christl A. Donnelly","Steven M. Riley","Michaela A. C. Vollmer","Neil M. Ferguson","Lucy C. Okell","Samir Bhatt","Imperial College COVID-19 Response Team"],"categories":[],"content":"","date":1590969600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822690,"objectID":"733f44fa23293c0a43ce78da25a5be3b","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2020/","publishdate":"2022-10-20T12:29:15.241372Z","relpermalink":"/publication/flaxman-2020/","section":"publication","summary":"Following the emergence of a novel coronavirus1 (SARS-CoV-2) and its spread outside of China, Europe has experienced large epidemics. In response, many European countries have implemented unprecedented non-pharmaceutical interventions such as closure of schools and national lockdowns. We study the impact of major interventions across 11 European countries for the period from the start of COVID-19 until the 4th of May 2020 when lockdowns started to be lifted. Our model calculates backwards from observed deaths to estimate transmission that occurred several weeks prior, allowing for the time lag between infection and death. We use partial pooling of information between countries with both individual and shared effects on the reproduction number. Pooling allows more information to be used, helps overcome data idiosyncrasies, and enables more timely estimates. Our model relies on fixed estimates of some epidemiological parameters such as the infection fatality rate, does not include importation or subnational variation and assumes that changes in the reproduction number are an immediate response to interventions rather than gradual changes in behavior. Amidst the ongoing pandemic, we rely on death data that is incomplete, with systematic biases in reporting, and subject to future consolidation. We estimate that, for all the countries we consider, current interventions have been sufficient to drive the reproduction number $$R_t$$Rt below 1 (probability $$R_tbackslash,$$Rt\u003c 1.0 is 99.9%) and achieve epidemic control. We estimate that, across all 11 countries, between 12 and 15 million individuals have been infected with SARS-CoV-2 up to 4th May, representing between 3.2% and 4.0% of the population. Our results show that major non-pharmaceutical interventions and lockdown in particular have had a large effect on reducing transmission. Continued intervention should be considered to keep transmission of SARS-CoV-2 under control.","tags":[],"title":"Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe","type":"publication"},{"authors":["Adrien Todeschini","Xenia Miscouridou","François Caron"],"categories":[],"content":"","date":1585699200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822703,"objectID":"a2c4bc8b6286ca8977a4486a3f095c7c","permalink":"https://mlglobalhealth.github.io/publication/todeschini-2020-apr/","publishdate":"2022-10-20T12:29:21.912801Z","relpermalink":"/publication/todeschini-2020-apr/","section":"publication","summary":"","tags":[],"title":"Exchangeable random measures for sparse and modular graphs with overlapping communities","type":"publication"},{"authors":["Oliver Ratmann","Joseph Kagaayi","Matthew Hall","Tanya Golubchick","Godfrey Kigozi","Xiaoyue Xi","Chris Wymant","Gertrude Nakigozi","Lucie Abeler-Dıfmmode\\ddoto\\elseö\\firner","David Bonsall","Astrid Gall","Anne Hoppe","Paul Kellam","Jeremiah Bazaale","Sarah Kalibbala","Oliver Laeyendecker","Justin Lessler","Fred Nalugoda","Larry W. Chang","Tulio de Oliveira","Deenan Pillay","Thomas C. Quinn","Steven J. Reynolds","Simon E. F. Spencer","Robert Ssekubugu","David Serwadda","Maria J. Wawer","Ronald H. Gray","Christophe Fraser","M. Kate Grabowski","Helen Ayles","Rory Bowden","Vincent Calvez","Myron Cohen","Anne Dennis","Max Essex","Sarah Fidler","Dan Frampton","Richard Hayes","Josh Herbeck","Pontiano Kaleebu","Cissy Kityo","Jairam Lingappa","Vladimir Novitsky","Nick Paton","Andrew Rambaut","Janet Seeley","Deogratius Ssemwanga","Frank Tanser","Tom Lutalo","Ronald Galiwango","Fred Makumbi","Nelson K. Sewankambo","Dorean Nabukalu","Anthony Ndyanabo","Joseph Ssekasanvu","Hadijja Nakawooya","Jessica Nakukumba","Grace N. Kigozi","Betty S. Nantume","Nampijja Resty","Jedidah Kambasu","Margaret Nalugemwa","Regina Nakabuye","Lawrence Ssebanobe","Justine Nankinga","Adrian Kayiira","Gorreth Nanfuka","Ruth Ahimbisibwe","Stephen Tomusange","Ronald M. Galiwango","Margaret Nakalanzi","Joseph O. Otobi","Denis Ankunda","Joseph L. Ssembatya","John B. Ssemanda","Emmanuel Kato","Robert Kairania","Alice Kisakye","James Batte","James Ludigo","Abisagi Nampijja","Steven Watya","Kighoma Nehemia","e̊lax Sr. AnyokotMargaret","Joshua Mwinike","George Kibumba","Paschal Ssebowa","George Mondo","Francis Wasswa","Agnes Nantongo","Rebecca Kakembo","Josephine Galiwango","Geoffrey Ssemango","Andrew D. Redd","John Santelli","Caitlin E. Kennedy","Jennifer Wagman","Aaron Tobian"],"categories":[],"content":"","date":1583020800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822701,"objectID":"23252da287d363cdd4bbd8597cd92d8d","permalink":"https://mlglobalhealth.github.io/publication/ratmann-2020-mar/","publishdate":"2022-10-20T12:29:21.210469Z","relpermalink":"/publication/ratmann-2020-mar/","section":"publication","summary":"","tags":[],"title":"Quantifying HIV transmission flow between high-prevalence hotspots and surrounding communities: a population-based study in Rakai, Uganda","type":"publication"},{"authors":["Isobel Routledge","Shengjie Lai","Katherine E. Battle","Azra C. Ghani","Manuel Gomez-Rodriguez","Kyle B. Gustafson","Swapnil Mishra","Juliette Unwin","Joshua L. Proctor","Andrew J. Tatem","Zhongjie Li","Samir Bhatt"],"categories":[],"content":"","date":1583020800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"faa6290b35c4cc60de3484a09122b749","permalink":"https://mlglobalhealth.github.io/publication/routledge-2020-mar/","publishdate":"2022-10-20T12:29:17.622068Z","relpermalink":"/publication/routledge-2020-mar/","section":"publication","summary":"","tags":[],"title":"Tracking progress towards malaria elimination in China: Individual-level estimates of transmission and its spatiotemporal variation using a diffusion network approach","type":"publication"},{"authors":["Elizaveta Semenova$^\\dagger$","Dominic P Williams","Avid M Afzal","Stanley E Lazic"],"categories":[],"content":"","date":1577836800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822707,"objectID":"e4217013f1c7912d8460df6785cdb824","permalink":"https://mlglobalhealth.github.io/publication/semenova-2020-bayesian/","publishdate":"2022-10-20T12:29:23.061051Z","relpermalink":"/publication/semenova-2020-bayesian/","section":"publication","summary":"","tags":[],"title":"A Bayesian neural network for toxicity prediction","type":"publication"},{"authors":["Stanley E Lazic","Elizaveta Semenova","Dominic P Williams"],"categories":[],"content":"","date":1577836800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822708,"objectID":"08338451aa9237523911ea8415e72903","permalink":"https://mlglobalhealth.github.io/publication/lazic-2020-determining/","publishdate":"2022-10-20T12:29:23.188643Z","relpermalink":"/publication/lazic-2020-determining/","section":"publication","summary":"","tags":[],"title":"Determining organ weight toxicity with Bayesian causal models: Improving on the analysis of relative organ weights","type":"publication"},{"authors":["Anastasia Chatzilena","Edwin van Leeuwen","Oliver Ratmann","Marc Baguelin","Nikolaos Demiris"],"categories":[],"content":"","date":1575158400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822702,"objectID":"94276ddaacd82a10fc5fabefb5998993","permalink":"https://mlglobalhealth.github.io/publication/chatzilena-2019-dec/","publishdate":"2022-10-20T12:29:21.682612Z","relpermalink":"/publication/chatzilena-2019-dec/","section":"publication","summary":"","tags":[],"title":"Contemporary statistical inference for infectious disease models using Stan","type":"publication"},{"authors":["Seth Flaxman","Michael Chirico","Pau Pereira","Charles Loeffler"],"categories":[],"content":"","date":1575158400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822696,"objectID":"93525390f8234af28d3ec15ae4def3f8","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2019-dec/","publishdate":"2022-10-20T12:29:18.885781Z","relpermalink":"/publication/flaxman-2019-dec/","section":"publication","summary":"","tags":[],"title":"Scalable high-resolution forecasting of sparse spatiotemporal events with kernel methods: A winning solution to the NIJ “Real-Time Crime Forecasting Challenge”","type":"publication"},{"authors":["Lucy S. Tusting","Donal Bisanzio","Graham Alabaster","Ewan Cameron","Richard Cibulskis","Michael Davies","Seth Flaxman","Harry S. Gibson","Jakob Knudsen","Charles Mbogo","Fredros O. Okumu","Lorenz von Seidlein","Daniel J. Weiss","Steve W. Lindsay","Peter W. Gething","Samir Bhatt"],"categories":[],"content":"","date":1554076800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"0446bd053182cbd90a96b666f5db6415","permalink":"https://mlglobalhealth.github.io/publication/tusting-2019-apr/","publishdate":"2022-10-20T12:29:17.735604Z","relpermalink":"/publication/tusting-2019-apr/","section":"publication","summary":"","tags":[],"title":"Mapping changes in housing in sub-Saharan Africa from 2000 to 2015","type":"publication"},{"authors":["Oliver Ratmann","M. Kate Grabowski","Matthew Hall","Tanya Golubchik","Chris Wymant","Lucie Abeler-Dıfmmode\\ddoto\\elseö\\firner","David Bonsall","Anne Hoppe","Andrew Leigh Brown","Tulio de Oliveira","Astrid Gall","Paul Kellam","Deenan Pillay","Joseph Kagaayi","Godfrey Kigozi","Thomas C. Quinn","Maria J. Wawer","Oliver Laeyendecker","David Serwadda","Ronald H. Gray","Christophe Fraser","Helen Ayles","Rory Bowden","Vincent Calvez","Myron Cohen","Ann Dennis","Max Essex","Sarah Fidler","Daniel Frampton","Richard Hayes","Joshua T. Herbeck","Pontiano Kaleebu","Cissy Kityo","Jairam Lingappa","Vladimir Novitsky","Nick Paton","Andrew Rambaut","Janet Seeley","Deogratius Ssemwanga","Frank Tanser","Gertrude Nakigozi","Robert Ssekubugu","Fred Nalugoda","Tom Lutalo","Ronald Galiwango","Fred Makumbi","Nelson K. Sewankambo","Aaron A. R. Tobian","Steven J. Reynolds","Larry W. Chang","Dorean Nabukalu","Anthony Ndyanabo","Joseph Ssekasanvu","Hadijja Nakawooya","Jessica Nakukumba","Grace N. Kigozi","Betty S. Nantume","Nampijja Resty","Jedidah Kambasu","Margaret Nalugemwa","Regina Nakabuye","Lawrence Ssebanobe","Justine Nankinga","Adrian Kayiira","Gorreth Nanfuka","Ruth Ahimbisibwe","Stephen Tomusange","Ronald M. Galiwango","Sarah Kalibbali","Margaret Nakalanzi","Joseph Ouma Otobi","Denis Ankunda","Joseph Lister Ssembatya","John Baptist Ssemanda","Robert Kairania","Emmanuel Kato","Alice Kisakye","James Batte","James Ludigo","Abisagi Nampijja","Steven Watya","Kighoma Nehemia","Margaret Anyokot","Joshua Mwinike","George Kibumba","Paschal Ssebowa","George Mondo","Francis Wasswa","Agnes Nantongo","Rebecca Kakembo","Josephine Galiwango","Geoffrey Ssemango","Andrew D. Redd","John Santelli","Caitlin E. Kennedy","Jennifer Wagman","PANGEA Consortium","Rakai Health Sciences Program"],"categories":[],"content":"","date":1551398400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822702,"objectID":"318e6ca4e1692aa57bc0c0e0e3ff5acc","permalink":"https://mlglobalhealth.github.io/publication/ratmann-2019-mar/","publishdate":"2022-10-20T12:29:21.328987Z","relpermalink":"/publication/ratmann-2019-mar/","section":"publication","summary":"","tags":[],"title":"Inferring HIV-1 transmission networks and sources of epidemic spread in Africa with deep-sequence phylogenetic analysis","type":"publication"},{"authors":["Dominic P Williams","Stanley E Lazic","Alison J Foster","Elizaveta Semenova","Paul Morgan"],"categories":[],"content":"","date":1546300800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822708,"objectID":"4818f9418e34df7a4a8486e1dc7fc38b","permalink":"https://mlglobalhealth.github.io/publication/williams-2019-predicting/","publishdate":"2022-10-20T12:29:23.308022Z","relpermalink":"/publication/williams-2019-predicting/","section":"publication","summary":"","tags":[],"title":"Predicting drug-induced liver injury with Bayesian machine learning","type":"publication"},{"authors":["Charles Loeffler","Seth Flaxman"],"categories":[],"content":"","date":1543622400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822696,"objectID":"eac6292efd3e728326a0581ee1fdeee7","permalink":"https://mlglobalhealth.github.io/publication/loeffler-2018-dec/","publishdate":"2022-10-20T12:29:18.773911Z","relpermalink":"/publication/loeffler-2018-dec/","section":"publication","summary":"","tags":[],"title":"Is Gun Violence Contagious? A Spatiotemporal Test","type":"publication"},{"authors":["Jean-Francois Ton","Seth Flaxman","Dino Sejdinovic","Samir Bhatt"],"categories":[],"content":"","date":1543622400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822697,"objectID":"cdd1659ec6a6e7b2a2ec29bfc7b83e10","permalink":"https://mlglobalhealth.github.io/publication/ton-2018-dec/","publishdate":"2022-10-20T12:29:19.219491Z","relpermalink":"/publication/ton-2018-dec/","section":"publication","summary":"","tags":[],"title":"Spatial mapping with Gaussian processes and nonstationary Fourier features","type":"publication"},{"authors":["Xenia Miscouridou","Adler Perotte","Noemie Elhadad","Rajesh Ranganath"],"categories":[],"content":"","date":1541030400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822704,"objectID":"3975a7c17935a8b0dd6b43ea38395040","permalink":"https://mlglobalhealth.github.io/publication/miscouridou-2018-nov/","publishdate":"2022-10-20T12:29:22.031029Z","relpermalink":"/publication/miscouridou-2018-nov/","section":"publication","summary":"","tags":[],"title":"Deep Survival Analysis: Nonparametrics and Missingness","type":"publication"},{"authors":["Robert F. Lachlan","Oliver Ratmann","Stephen Nowicki"],"categories":[],"content":"","date":1527811200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822702,"objectID":"77d4b2a80b40c503a357ee15dc50ba9b","permalink":"https://mlglobalhealth.github.io/publication/lachlan-2018-jun/","publishdate":"2022-10-20T12:29:21.456642Z","relpermalink":"/publication/lachlan-2018-jun/","section":"publication","summary":"","tags":[],"title":"Cultural conformity generates extremely stable traditions in bird song","type":"publication"},{"authors":["Isobel Routledge","Josıfmmode\\acutee\\elseé\\fi Eduardo Romero Chevıfmmode\\acutee\\elseé\\fiz","Zulma M. Cucunubıfmmode\\acutea\\elseá\\fi","Manuel Gomez Rodriguez","Caterina Guinovart","Kyle B. Gustafson","Kammerle Schneider","Patrick G. T. Walker","Azra C. Ghani","Samir Bhatt"],"categories":[],"content":"","date":1527811200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"3a060ecdb48f24d9c50380ab8e8602a6","permalink":"https://mlglobalhealth.github.io/publication/routledge-2018-jun/","publishdate":"2022-10-20T12:29:17.848209Z","relpermalink":"/publication/routledge-2018-jun/","section":"publication","summary":"","tags":[],"title":"Estimating spatiotemporally varying malaria reproduction numbers in a near elimination setting","type":"publication"},{"authors":["Ho Chung Leon Law","Danica J. Sutherland","Dino Sejdinovic","Seth Flaxman"],"categories":[],"content":"","date":1519862400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822697,"objectID":"d939526b9848fd8b89ef72d75a5037f8","permalink":"https://mlglobalhealth.github.io/publication/law-2018-mar/","publishdate":"2022-10-20T12:29:19.443294Z","relpermalink":"/publication/law-2018-mar/","section":"publication","summary":"","tags":[],"title":"Bayesian Approaches to Distribution Regression","type":"publication"},{"authors":["Chris Wymant","Matthew Hall","Oliver Ratmann","David Bonsall","Tanya Golubchik","Mariateresa de Cesare","Astrid Gall","Marion Cornelissen","Christophe Fraser","The Maela Pneumococcal Collaboration, The BEEHIVE Collaboration STOP-HCV Consortium"],"categories":[],"content":"","date":1519862400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822702,"objectID":"ea51753e56f9e3ea0c81a98231e80e4f","permalink":"https://mlglobalhealth.github.io/publication/wymant-2018-mar/","publishdate":"2022-10-20T12:29:21.568044Z","relpermalink":"/publication/wymant-2018-mar/","section":"publication","summary":"","tags":[],"title":"PHYLOSCANNER: Inferring Transmission from Within- and Between-Host Pathogen Genetic Diversity","type":"publication"},{"authors":["Swapnil Mishra","Marian-Andrei Rizoiu","Lexing Xie"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"c291ea27fa5821df6811df61524a3878","permalink":"https://mlglobalhealth.github.io/publication/mishra-2018-modeling/","publishdate":"2022-10-20T12:29:15.58789Z","relpermalink":"/publication/mishra-2018-modeling/","section":"publication","summary":"","tags":[],"title":"Modeling popularity in asynchronous social media streams with recurrent neural networks","type":"publication"},{"authors":["Xenia Miscouridou","Francois Caron","Yee Whye Teh"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822703,"objectID":"74ddbf0510a4aec62cf9a3bcc1eb921f","permalink":"https://mlglobalhealth.github.io/publication/miscouridou-2018/","publishdate":"2022-10-20T12:29:21.798543Z","relpermalink":"/publication/miscouridou-2018/","section":"publication","summary":"","tags":[],"title":"Modelling sparsity, heterogeneity, reciprocity and community structure in temporal interaction data","type":"publication"},{"authors":["Marian-Andrei Rizoiu","Swapnil Mishra","Quyu Kong","Mark Carman","Lexing Xie"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"5fecdb54e4c71c694a8c8302807d9948","permalink":"https://mlglobalhealth.github.io/publication/10-1145-3178876-3186108/","publishdate":"2022-10-20T12:29:15.474388Z","relpermalink":"/publication/10-1145-3178876-3186108/","section":"publication","summary":"","tags":["temporal point processes","diffusions in finite population","diffusion size prediction","epidemic models"],"title":"SIR-Hawkes: Linking Epidemic Models and Hawkes Processes to Model Diffusions in Finite Populations","type":"publication"},{"authors":["Gianluca Crippa","Elizaveta Semenova","Stefano Spirito"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822709,"objectID":"df61541412d298242af9e120a59bec36","permalink":"https://mlglobalhealth.github.io/publication/crippa-2018-strong/","publishdate":"2022-10-20T12:29:23.547651Z","relpermalink":"/publication/crippa-2018-strong/","section":"publication","summary":"","tags":[],"title":"Strong continuity for the 2D Euler equations","type":"publication"},{"authors":["Ho Chung Law","Dino Sejdinovic","Ewan Cameron","Tim Lucas","Seth Flaxman","Katherine Battle","Kenji Fukumizu"],"categories":[],"content":"","date":1514764800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822698,"objectID":"f9418059efa0b767d4cd6f6cfa5a7748","permalink":"https://mlglobalhealth.github.io/publication/law-2018/","publishdate":"2022-10-20T12:29:19.556727Z","relpermalink":"/publication/law-2018/","section":"publication","summary":"","tags":[],"title":"Variational Learning on Aggregate Outputs with Gaussian Processes","type":"publication"},{"authors":["Seth Flaxman","Rupert R. A. Bourne","Serge Resnikoff","Peter Ackland","Tasanee Braithwaite","Maria V. Cicinelli","Aditi Das","Jost B. Jonas","Jill Keeffe","John H. Kempen","Janet Leasher","Hans Limburg","Kovin Naidoo","Konrad Pesudovs","Alex Silvester","Gretchen A. Stevens","Nina Tahhan","Tien Y. Wong","Hugh R. Taylor","Rupert Bourne","Peter Ackland","Aries Arditi","Yaniv Barkana","Banu Bozkurt","Tasanee Braithwaite","Alain Bron","Donald Budenz","Feng Cai","Robert Casson","Usha Chakravarthy","Jaewan Choi","Maria Vittoria Cicinelli","Nathan Congdon","Reza Dana","Rakhi Dandona","Lalit Dandona","Aditi Das","Iva Dekaris","Monte Del Monte","Jenny Deva","Laura Dreer","Leon Ellwein","Marcela Frazier","Kevin Frick","David Friedman","Joao Furtado","Hua Gao","Gus Gazzard","Ronnie George","Stephen Gichuhi","Victor Gonzalez","Billy Hammond","Mary Elizabeth Hartnett","Minguang He","James Hejtmancik","Flavio Hirai","John Huang","April Ingram","Jonathan Javitt","Jost Jonas","Charlotte Joslin","Jill Keeffe","John Kempen","Moncef Khairallah","Rohit Khanna","Judy Kim","George Lambrou","Van Charles Lansingh","Paolo Lanzetta","Janet Leasher","Jennifer Lim","Hans Limburg","Kaweh Mansouri","Anu Mathew","Alan Morse","Beatriz Munoz","David Musch","Kovin Naidoo","Vinay Nangia","Maria Palaiou","Maurizio Battaglia Parodi","Fernando Yaacov Pena","Konrad Pesudovs","Tunde Peto","Harry Quigley","Murugesan Raju","Pradeep Ramulu","Zane Rankin","Serge Resnikoff","Dana Reza","Alan Robin","Luca Rossetti","Jinan Saaddine","Mya Sandar","Janet Serle","Tueng Shen","Rajesh Shetty","Pamela Sieving","Juan Carlos Silva","Alex Silvester","Rita S. Sitorus","Dwight Stambolian","Gretchen Stevens","Hugh Taylor","Jaime Tejedor","James Tielsch","Miltiadis Tsilimbaris","Jan van Meurs","Rohit Varma","Gianni Virgili","Ya Xing Wang","Ning-Li Wang","Sheila West","Peter Wiedemann","Tien Wong","Richard Wormald","Yingfeng Zheng"],"categories":[],"content":"","date":1512086400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"662d00a48701f6aba0c10726625b260c","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2017-dec/","publishdate":"2022-10-20T12:29:17.961728Z","relpermalink":"/publication/flaxman-2017-dec/","section":"publication","summary":"","tags":[],"title":"Global causes of blindness and distance vision impairment 1990–2020: a systematic review and meta-analysis","type":"publication"},{"authors":["Bryce Goodman","Seth Flaxman"],"categories":[],"content":"","date":1506816e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"32d2decc4499a31c579910ac58b098b9","permalink":"https://mlglobalhealth.github.io/publication/goodman-2017-oct/","publishdate":"2022-10-20T12:29:18.202339Z","relpermalink":"/publication/goodman-2017-oct/","section":"publication","summary":"","tags":[],"title":"European Union Regulations on Algorithmic Decision-Making and a “Right to Explanation”","type":"publication"},{"authors":["Charles Whittaker","Caroline Dean"],"categories":[],"content":"","date":1506816e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822698,"objectID":"1ba9a88b787e838f22dea81ad3cdb058","permalink":"https://mlglobalhealth.github.io/publication/whittaker-2017-oct/","publishdate":"2022-10-20T12:29:19.899227Z","relpermalink":"/publication/whittaker-2017-oct/","section":"publication","summary":"","tags":[],"title":"The FLC Locus: A Platform for Discoveries in Epigenetics and Adaptation","type":"publication"},{"authors":["Rupert R. A. Bourne","Seth Flaxman","Tasanee Braithwaite","Maria V. Cicinelli","Aditi Das","Jost B. Jonas","Jill Keeffe","John H. Kempen","Janet Leasher","Hans Limburg","Kovin Naidoo","Konrad Pesudovs","Serge Resnikoff","Alex Silvester","Gretchen A. Stevens","Nina Tahhan","Tien Y. Wong","Hugh R. Taylor","Rupert Bourne","Peter Ackland","Aries Arditi","Yaniv Barkana","Banu Bozkurt","Tasanee Braithwaite","Alain Bron","Donald Budenz","Feng Cai","Robert Casson","Usha Chakravarthy","Jaewan Choi","Maria Vittoria Cicinelli","Nathan Congdon","Reza Dana","Rakhi Dandona","Lalit Dandona","Aditi Das","Iva Dekaris","Monte Del Monte","Jenny Deva","Laura Dreer","Leon Ellwein","Marcela Frazier","Kevin Frick","David Friedman","Joao Furtado","Hua Gao","Gus Gazzard","Ronnie George","Stephen Gichuhi","Victor Gonzalez","Billy Hammond","Mary Elizabeth Hartnett","Minguang He","James Hejtmancik","Flavio Hirai","John Huang","April Ingram","Jonathan Javitt","Jost Jonas","Charlotte Joslin","Jill Keeffe","John Kempen","Moncef Khairallah","Rohit Khanna","Judy Kim","George Lambrou","Van Charles Lansingh","Paolo Lanzetta","Janet Leasher","Jennifer Lim","Hans Limburg","Kaweh Mansouri","Anu Mathew","Alan Morse","Beatriz Munoz","David Musch","Kovin Naidoo","Vinay Nangia","Maria Palaiou","Maurizio Battaglia Parodi","Fernando Yaacov Pena","Konrad Pesudovs","Tunde Peto","Harry Quigley","Murugesan Raju","Pradeep Ramulu","Serge Resnikoff","Alan Robin","Luca Rossetti","Jinan Saaddine","Mya Sandar","Janet Serle","Tueng Shen","Rajesh Shetty","Pamela Sieving","Juan Carlos Silva","Alex Silvester","Rita S. Sitorus","Dwight Stambolian","Gretchen Stevens","Hugh Taylor","Jaime Tejedor","James Tielsch","Miltiadis Tsilimbaris","Jan van Meurs","Rohit Varma","Gianni Virgili","Jimmy Volmink","Ya Xing Wang","Ning-Li Wang","Sheila West","Peter Wiedemann","Tien Wong","Richard Wormald","Yingfeng Zheng"],"categories":[],"content":"","date":1504224e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"63739cfe685f3244f2280437ed924b6f","permalink":"https://mlglobalhealth.github.io/publication/bourne-2017-sep/","publishdate":"2022-10-20T12:29:18.08226Z","relpermalink":"/publication/bourne-2017-sep/","section":"publication","summary":"","tags":[],"title":"Magnitude, temporal trends, and projections of the global prevalence of blindness and distance and near vision impairment: a systematic review and meta-analysis","type":"publication"},{"authors":["Nuno Faria","J. Quick","I. M. Claro","J. Thıfmmode\\acutee\\elseé\\fizıfmmode\\acutee\\elseé\\fi","J. G. de Jesus","M. Giovanetti","M. U. G. Kraemer","S. C. Hill","A. Black","A. C. da Costa","L. C. Franco","S. P. Silva","C.-H. Wu","J. Raghwani","S. Cauchemez","L. du Plessis","M. P. Verotti","W. K. de Oliveira","E. H. Carmo","G. E. Coelho","A. C. F. S. Santelli","L. C. Vinhal","C. M. Henriques","J. T. Simpson","M. Loose","K. G. Andersen","N. D. Grubaugh","S. Somasekar","C. Y. Chiu","J. E. Muıfmmode\\tilden\\elseñ\\fioz-Medina","C. R. Gonzalez-Bonilla","C. F. Arias","L. L. Lewis-Ximenez","S. A. Baylis","A. O. Chieppe","S. F. Aguiar","C. A. Fernandes","P. S. Lemos","B. L. S. Nascimento","H. A. O. Monteiro","I. C. Siqueira","M. G. de Queiroz","T. R. de Souza","J. F. Bezerra","M. R. Lemos","G. F. Pereira","D. Loudal","L. C. Moura","R. Dhalia","R. F. Franıfmmode\\mboxç\\elseç\\fia","T. Magalhıfmmode\\tildea\\elseã\\fies","E. T. Marques","T. Jaenisch","G. L. Wallau","M. C. de Lima","V. Nascimento","E. M. de Cerqueira","M. M. de Lima","D. L. Mascarenhas","J. P. Moura Neto","A. S. Levin","T. R. Tozetto-Mendoza","S. N. Fonseca","M. C. Mendes-Correa","F. P. Milagres","A. Segurado","E. C. Holmes","A. Rambaut","T. Bedford","M. R. T. Nunes","E. C. Sabino","L. C. J. Alcantara","N. J. Loman","O. G. Pybus"],"categories":[],"content":"","date":1496275200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822701,"objectID":"461ca2fa027140d4e0fe45adf70ee02d","permalink":"https://mlglobalhealth.github.io/publication/faria-2017-jun/","publishdate":"2022-10-20T12:29:20.981008Z","relpermalink":"/publication/faria-2017-jun/","section":"publication","summary":"","tags":[],"title":"Establishment and cryptic transmission of Zika virus in Brazil and the Americas","type":"publication"},{"authors":["Seth Flaxman","Yee Whye Teh","Dino Sejdinovic"],"categories":[],"content":"","date":1491004800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822697,"objectID":"9ecf81fee9906cb743530641c4e0a1c4","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2017-apr/","publishdate":"2022-10-20T12:29:19.33155Z","relpermalink":"/publication/flaxman-2017-apr/","section":"publication","summary":"","tags":[],"title":"Poisson intensity estimation with reproducing kernels","type":"publication"},{"authors":["Marian-Andrei Rizoiu","Young Lee","Swapnil Mishra","Lexing Xie"],"categories":[],"content":"","date":1483228800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"0da24bb04baee1e826aab01e1e00f876","permalink":"https://mlglobalhealth.github.io/publication/10-1145-3122865-3122874/","publishdate":"2022-10-20T12:29:15.703561Z","relpermalink":"/publication/10-1145-3122865-3122874/","section":"publication","summary":"","tags":[],"title":"Hawkes Processes for Events in Social Media","type":"publication"},{"authors":["Nuno Faria","Raimunda do Socorro da Silva Azevedo","Moritz U. G. Kraemer","Renato Souza","Mariana Sequetin Cunha","Sarah C. Hill","Julien Thıfmmode\\acutee\\elseé\\fizıfmmode\\acutee\\elseé\\fi","Michael B. Bonsall","Thomas A. Bowden","Ilona Rissanen","Iray Maria Rocco","Juliana Silva Nogueira","Adriana Yurika Maeda","Fernanda Giseli da Silva Vasami","Fernando Luiz de Lima Macedo","Akemi Suzuki","Sueli Guerreiro Rodrigues","Ana Cecilia Ribeiro Cruz","Bruno Tardeli Nunes","Daniele Barbosa de Almeida Medeiros","Daniela Sueli Guerreiro Rodrigues","Alice Louize Nunes Queiroz","Eliana Vieira Pinto da Silva","Daniele Freitas Henriques","Elisabeth Salbe Travassos da Rosa","Consuelo Silva de Oliveira","Livia Caricio Martins","Helena Baldez Vasconcelos","Livia Medeiros Neves Casseb","Darlene de Brito Simith","Jane P. Messina","Leandro Abade","Josıfmmode\\acutee\\elseé\\fi Lourenıfmmode\\mboxç\\elseç\\fio","Luiz Carlos Junior Alcantara","Maricıfmmode\\acutee\\elseé\\filia Maia de Lima","Marta Giovanetti","Simon I. Hay","Rodrigo Santos de Oliveira","Poliana da Silva Lemos","Layanna Freitas de Oliveira","Clayton Pereira Silva de Lima","Sandro Patroca da Silva","Janaina Mota de Vasconcelos","Luciano Franco","Jedson Ferreira Cardoso","Joıfmmode\\tildea\\elseã\\fio Lıfmmode\\acuteımath\\elseí\\fidio da Silva Gonıfmmode\\mboxç\\elseç\\fialves Vianez-Jıfmmode\\acuteu\\elseú\\finior","Daiana Mir","Gonzalo Bello","Edson Delatorre","Kamran Khan","Marisa Creatore","Giovanini Evelim Coelho","Wanderson Kleber de Oliveira","Robert Tesh","Oliver G. Pybus","Marcio R. T. Nunes","Pedro F. C. Vasconcelos"],"categories":[],"content":"","date":1459468800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822700,"objectID":"ef22f46f79f9ec69748c2a57d59b19ac","permalink":"https://mlglobalhealth.github.io/publication/faria-2016-apr/","publishdate":"2022-10-20T12:29:20.713316Z","relpermalink":"/publication/faria-2016-apr/","section":"publication","summary":"","tags":[],"title":"Zika virus in the Americas: Early epidemiological and genetic findings","type":"publication"},{"authors":["Swapnil Mishra","Marian-Andrei Rizoiu","Lexing Xie"],"categories":[],"content":"","date":1451606400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"a7191768e879d98085e6a8f9ded5b2d7","permalink":"https://mlglobalhealth.github.io/publication/swapnilcikm-2016/","publishdate":"2022-10-20T12:29:15.361119Z","relpermalink":"/publication/swapnilcikm-2016/","section":"publication","summary":"","tags":["information diffusion","cascade prediction","social media","self-exciting point process"],"title":"Feature Driven and Point Process Approaches for Popularity Prediction","type":"publication"},{"authors":["Marcio Roberto Teixeira Nunes","Nuno Faria","Janaina Mota de Vasconcelos","Nick Golding","Moritz U. G. Kraemer","Layanna Freitas de Oliveira","Raimunda do Socorro da Silva Azevedo","Daisy Elaine Andrade da Silva","Eliana Vieira Pinto da Silva","Sandro Patroca da Silva","Valıfmmode\\acutee\\elseé\\firia Lima Carvalho","Giovanini Evelim Coelho","Ana Cecıfmmode\\acuteımath\\elseí\\filia Ribeiro Cruz","Sueli Guerreiro Rodrigues","Joao Lıfmmode\\acuteımath\\elseí\\fidio da Silva Gonıfmmode\\mboxç\\elseç\\fialves Vianez","Bruno Tardelli Diniz Nunes","Jedson Ferreira Cardoso","Robert B. Tesh","Simon I. Hay","Oliver G. Pybus","Pedro Fernando da Costa Vasconcelos"],"categories":[],"content":"","date":1448928e3,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822701,"objectID":"480c4fc754c74dfcaf828a0191c6d750","permalink":"https://mlglobalhealth.github.io/publication/nunes-2015-dec/","publishdate":"2022-10-20T12:29:21.098207Z","relpermalink":"/publication/nunes-2015-dec/","section":"publication","summary":"","tags":[],"title":"Emergence and potential for spread of Chikungunya virus in Brazil","type":"publication"},{"authors":["Moncef Khairallah","Rim Kahloun","Rupert Bourne","Hans Limburg","Seth Flaxman","Jost B. Jonas","Jill Keeffe","Janet Leasher","Kovin Naidoo","Konrad Pesudovs","Holly Price","Richard A. White","Tien Y. Wong","Serge Resnikoff","Hugh R. Taylor","for the Vision Loss Expert Group of the Global Burden of Disease Study"],"categories":[],"content":"","date":1443657600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"4479dc2e707cef53086e82bc03e5b03f","permalink":"https://mlglobalhealth.github.io/publication/khairallah-2015-oct/","publishdate":"2022-10-20T12:29:18.434313Z","relpermalink":"/publication/khairallah-2015-oct/","section":"publication","summary":"","tags":[],"title":"Number of People Blind or Visually Impaired by Cataract Worldwide and in World Regions, 1990 to 2010","type":"publication"},{"authors":["S. Bhatt","D. J. Weiss","E. Cameron","D. Bisanzio","B. Mappin","U. Dalrymple","K. E. Battle","C. L. Moyes","A. Henry","P. A. Eckhoff","E. A. Wenger","O. Briët","M. A. Penny","T. A. Smith","A. Bennett","J. Yukich","T. P. Eisele","J. T. Griffin","C. A. Fergus","M. Lynch","F. Lindgren","J. M. Cohen","C. L. J. Murray","D. L. Smith","S. I. Hay","R. E. Cibulskis","P. W. Gething"],"categories":[],"content":"","date":1443657600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822692,"objectID":"5d3ab6e36bdd4297d8ad1120b627290d","permalink":"https://mlglobalhealth.github.io/publication/bhatt-2015-oct/","publishdate":"2022-10-20T12:29:16.094082Z","relpermalink":"/publication/bhatt-2015-oct/","section":"publication","summary":"","tags":[],"title":"The effect of malaria control on Plasmodium falciparum in Africa between 2000 and 2015","type":"publication"},{"authors":["Seth Flaxman","Yu-Xiang Wang","Alexander J. Smola"],"categories":[],"content":"","date":1438387200,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822696,"objectID":"11edb3168d38df113b6568c906f1f096","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2015-aug/","publishdate":"2022-10-20T12:29:18.66099Z","relpermalink":"/publication/flaxman-2015-aug/","section":"publication","summary":"","tags":[],"title":"Who Supported Obama in 2012? Ecological Inference through Distribution Regression","type":"publication"},{"authors":["Seth Flaxman","Andrew Wilson","Daniel Neill","Hannes Nickisch","Alex Smola"],"categories":[],"content":"","date":1433116800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"580158bd652187f95a2b03f130241808","permalink":"https://mlglobalhealth.github.io/publication/flaxman-2015-jun/","publishdate":"2022-10-20T12:29:18.547277Z","relpermalink":"/publication/flaxman-2015-jun/","section":"publication","summary":"","tags":[],"title":"Fast Kronecker Inference in Gaussian Processes with non-Gaussian Likelihoods","type":"publication"},{"authors":["Nuno Faria","Andrew Rambaut","Marc A. Suchard","Guy Baele","Trevor Bedford","Melissa J. Ward","Andrew J. Tatem","Joıfmmode\\tildea\\elseã\\fio D. Sousa","Nimalan Arinaminpathy","Jacques Pıfmmode\\acutee\\elseé\\fipin","David Posada","Martine Peeters","Oliver G. Pybus","Philippe Lemey"],"categories":[],"content":"","date":1412121600,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822700,"objectID":"1dcc5e6bb79ba83786d7810578ed8fda","permalink":"https://mlglobalhealth.github.io/publication/faria-2014-oct/","publishdate":"2022-10-20T12:29:20.854948Z","relpermalink":"/publication/faria-2014-oct/","section":"publication","summary":"","tags":[],"title":"The early spread and epidemic ignition of HIV-1 in human populations","type":"publication"},{"authors":["Heather Culbertson","Juliette Unwin","Katherine J. Kuchenbecker"],"categories":[],"content":"","date":1396310400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822693,"objectID":"217c84985547455de6dbea291735c6fb","permalink":"https://mlglobalhealth.github.io/publication/culbertson-2014-apr/","publishdate":"2022-10-20T12:29:17.258819Z","relpermalink":"/publication/culbertson-2014-apr/","section":"publication","summary":"","tags":[],"title":"Modeling and Rendering Realistic Textures from Unconstrained Tool-Surface Interactions","type":"publication"},{"authors":["Heather Culbertson","Juliette Unwin","Benjamin E. Goodman","Katherine J. Kuchenbecker"],"categories":[],"content":"","date":1364774400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822694,"objectID":"a7bc2dd51248e05eac8ad4c426833bbd","permalink":"https://mlglobalhealth.github.io/publication/culbertson-2013-apr/","publishdate":"2022-10-20T12:29:17.384281Z","relpermalink":"/publication/culbertson-2013-apr/","section":"publication","summary":"","tags":[],"title":"Generating haptic texture models from unconstrained tool-surface interactions","type":"publication"},{"authors":["Samir Bhatt","Peter W. Gething","Oliver J. Brady","Jane P. Messina","Andrew W. Farlow","Catherine L. Moyes","John M. Drake","John S. Brownstein","Anne G. Hoen","Osman Sankoh","Monica F. Myers","Dylan B. George","Thomas Jaenisch","G. R. William Wint","Cameron P. Simmons","Thomas W. Scott","Jeremy J. Farrar","Simon I. Hay"],"categories":[],"content":"","date":1364774400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"71cab3cf3e660c580b996a088958ff90","permalink":"https://mlglobalhealth.github.io/publication/bhatt-2013-apr/","publishdate":"2022-10-20T12:29:15.815378Z","relpermalink":"/publication/bhatt-2013-apr/","section":"publication","summary":"","tags":[],"title":"The global distribution and burden of dengue","type":"publication"},{"authors":["Gretchen Stevens","Seth Flaxman","Emma Brunskill","Maya Mascarenhas","Colin D. Mathers","Mariel Finucane","on behalf of the Global Burden of Disease Hearing Loss Expert Group"],"categories":[],"content":"","date":1359676800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822695,"objectID":"32f981f8fec323816e51834e065b5270","permalink":"https://mlglobalhealth.github.io/publication/stevens-2013-feb/","publishdate":"2022-10-20T12:29:18.317486Z","relpermalink":"/publication/stevens-2013-feb/","section":"publication","summary":"","tags":[],"title":"Global and regional hearing impairment prevalence: an analysis of 42 studies in 29 countries","type":"publication"},{"authors":["Gavin J. D. Smith","Dhanasekaran Vijaykrishna","Justin Bahl","Samantha J. Lycett","Michael Worobey","Oliver G. Pybus","Siu Kit Ma","Chung Lam Cheung","Jayna Raghwani","Samir Bhatt","J. S. Malik Peiris","Yi Guan","Andrew Rambaut"],"categories":[],"content":"","date":1243814400,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":1655822691,"objectID":"a924702b64a13369a619599395568c8c","permalink":"https://mlglobalhealth.github.io/publication/smith-2009-jun/","publishdate":"2022-10-20T12:29:15.982547Z","relpermalink":"/publication/smith-2009-jun/","section":"publication","summary":"","tags":[],"title":"Origins and evolutionary genomics of the 2009 swine-origin H1N1 influenza A epidemic","type":"publication"},{"authors":null,"categories":null,"content":"","date":-62135596800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":-62135596800,"objectID":"6d99026b9e19e4fa43d5aadf147c7176","permalink":"https://mlglobalhealth.github.io/contact/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/contact/","section":"","summary":"","tags":null,"title":"","type":"widget_page"},{"authors":null,"categories":null,"content":"","date":-62135596800,"expirydate":-62135596800,"kind":"page","lang":"en","lastmod":-62135596800,"objectID":"c1d17ff2b20dca0ad6653a3161942b64","permalink":"https://mlglobalhealth.github.io/people/","publishdate":"0001-01-01T00:00:00Z","relpermalink":"/people/","section":"","summary":"","tags":null,"title":"","type":"widget_page"}]
\ No newline at end of file
diff --git a/people/index.html b/people/index.html
index ae8a56440..bfdb673ac 100644
--- a/people/index.html
+++ b/people/index.html
@@ -1,5 +1,5 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/people/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/people/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/people/"><meta property="og:title" content="MLGH"><meta property="og:description" content><meta property="og:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="twitter:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="og:locale" content="en-us"><title>MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper data-wc-page-id=c1d17ff2b20dca0ad6653a3161942b64><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
-<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people data-target=[]><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><span class="js-widget-page d-none"></span><section id=people class="home-section wg-people"><div class=home-section-bg></div><div class=container><div class="row justify-content-center people-widget"><div class="col-md-12 section-heading"><h1>Meet the Team</h1></div><div class=col-md-12><h2 class=mb-4>Principal Investigators</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/samir-bhatt/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/samir-bhatt/avatar_hu5f93c326143a24e8087fbc255373e0c3_10938_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/samir-bhatt/>Samir Bhatt</a></h2><h3>Professor of Machine Learning, Statistics and Public Health</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:bhattsamir@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/@ProfSamirBhatt target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tL0x_vUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/bhattsamir target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/seth-flaxman/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/seth-flaxman/avatar_hu4872f74b605dbd1fb60652f9171497a3_56151_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/seth-flaxman/>Seth Flaxman</a></h2><h3>Associate Professor</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:seth.flaxman@cs.ox.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/flaxter target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Wnxq0mgAAAAJ&amp;hl=en&amp;oi=ao" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/flaxter target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/swapnil-mishra/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/swapnil-mishra/avatar_hu53c8df9223bc15c139352553532a902f_615192_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/swapnil-mishra/>Swapnil Mishra</a></h2><h3>Assistant Professor of Machine Learning and Public Health</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:swapnilmishra.anu@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/creswapi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=RqbpaXcAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/s-mishra target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/elizaveta-semenova/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/elizaveta-semenova/avatar_hube3aaea8840cede963c22014fb1351b2_28235_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></h2><h3>Lecturer in Biostatistics, Computational Epidemiology and Machine Learning</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:elizaveta.p.semenova@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/liza_p_semenova target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=jqGIgFEAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/elizavetasemenova target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/oliver-ratmann/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/oliver-ratmann/avatar_hu9f2f8ff2dfe402ac970a6ef047e4bf6b_17851_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/oliver-ratmann/>Oliver Ratmann</a></h2><h3>Reader in Statistics and Machine Learning for Public Good</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:oratmann@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com.sg/citations?user=6y_kt9QAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/olli0601/ target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/xenia-miscouridou/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/xenia-miscouridou/avatar_huf7657711b69060020d572436a0ae9bc6_74113_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></h2><h3>Lecturer</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:xeniamisc@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/xenia_mis target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=eUsxsWwAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/misxenia target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/juliette-unwin/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/juliette-unwin/avatar_hue98d31444251c0a24604054a682cc193_27377_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/juliette-unwin/>Juliette Unwin</a></h2><h3>Lecturer in Statistical Science</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:juliette.unwin@bristol.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/EttieUnwin target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=SDhzsXUAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ettieunwin target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/dino-sejdinovic/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/dino-sejdinovic/avatar_huad1c93a52c788b3fa796619e54cb4c7a_256479_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/dino-sejdinovic/>Dino Sejdinovic</a></h2><h3>Professor of Statistical Machine Learning</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:dino.sejdinovic@adelaide.edu.au><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/sejdino target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=v8Dg1lIAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/sejdino target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/nuno-faria/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/nuno-faria/avatar_hue68186191dc68b24d4edd5217f8848d8_5450_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/nuno-faria/>Nuno Faria</a></h2><h3>Reader in Viral Evolution</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:n.faria@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/CaddeProject target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Po90eWwAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://www.caddecentre.org/ target=_blank rel=noopener><i class="fab fa-dna"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/david-a.-duchene/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/david-a.-duchene/avatar_hua77d3723a3d21e5649f731d02f56810c_724000_270x270_fill_q75_lanczos_center.jpeg alt=Avatar></a><div class=portrait-title><h2><a href=/author/david-a.-duchene/>David A. Duchene</a></h2><h3>Associate Professor in Molecular Evolutionary Epidemiology</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:david.duchene@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com.au/citations?user=gg75dtQAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/duchene target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/moritz-kraemer/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/moritz-kraemer/avatar_hu43d4a752f29a47c56ed3e7034912a9ef_280966_270x270_fill_q75_lanczos_center.jpeg alt=Avatar></a><div class=portrait-title><h2><a href=/author/moritz-kraemer/>Moritz Kraemer</a></h2><h3>Associate Professor</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:kramer.moritz@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/MOUGK target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?hl=en&amp;user=XncPLOQAAAAJ&amp;view_op=list_works" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Mougk target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/sebastian-vollmer/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/sebastian-vollmer/avatar_hub730671bc9d3e9b65f2d20f70fbd06bc_91810_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/sebastian-vollmer/>Sebastian Vollmer</a></h2><h3>Professor for Applications of Machine Learning</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:sjvollmer@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=WoqSEpYAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/vollmersj target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://www.linkedin.com/in/sjvollmer/ target=_blank rel=noopener><i class="fab fa-linkedin"></i></a></li></ul></div></div><div class=col-md-12><h2 class=mb-4>Researchers</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/alexandra-blenkinsop/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/alexandra-blenkinsop/avatar_hu2229c332889ae35166d7bf44c7865ef5_694973_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></h2><h3>Postdoctoral Research Associate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:a.blenkinsop@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/AlexBlenky target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=gZGsE7MAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/alexblenkinsop target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/charles-whittaker/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/charles-whittaker/avatar_hu8c67f584a2f4a31f20ecf92739b20f89_5644_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/charles-whittaker/>Charles Whittaker</a></h2><h3>Sir Henry Wellcome Postdoctoral Fellow</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:charles.whittaker16@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/charliewhittak target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=WGDceR8AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/cwhittaker1000 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/iwona-hawryluk/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/iwona-hawryluk/avatar_huf5db0be8fc5532d42767536e1ed02855_3735132_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></h2><h3>Postdoctoral Research Associate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:i.hawryluk19@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/iwonahaw target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=brpJvU4AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ihawryluk target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/daniel-laydon/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/daniel-laydon/avatar_hu3f8ca3cfaffe50ebf2f881d279855a39_39145_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/daniel-laydon/>Daniel Laydon</a></h2><h3>Research Associate in Epidemiology</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:d.laydon@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/DannyLaydon target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=et8fyY0AAAAJ&amp;view_op=list_works" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/dlaydon target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/andre-victor-ribeiro-amaral/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/andre-victor-ribeiro-amaral/avatar_hu6aad81ca3223f4cc211c566417a7057f_420926_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/andre-victor-ribeiro-amaral/>André Victor Ribeiro Amaral</a></h2><h3>Postdoctoral Research Associate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:avramaral@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/avramaral target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tr13_9cAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/avramaral target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/david-selby/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/david-selby/avatar_hu01a7ec985a1cb8a44b491be532ed5d21_24285_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/david-selby/>David Selby</a></h2><h3>Senior Researcher</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:david_antony.selby@dfki.de><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/TeaStats target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=e7e8nfUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Selbosh target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><div class=portrait-title><h2><a href=/author/jingyan-huang/>Jingyan Huang</a></h2><h3>Postdoctoral Researcher</h3><ul class=network-icon aria-hidden=true><li><a href=/jy.huang@nus.edu.sg><i class="fas fa-envelope"></i></a></li><li><a href=/><i class="fab fa-twitter"></i></a></li><li><a href=/><i class="ai ai-google-scholar"></i></a></li><li><a href=/><i class="fab fa-github"></i></a></li><li><a href=/><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/mengyan-zhang/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/mengyan-zhang/avatar_hu81cc8fa9a2e9e74c367867c1c5ff8967_615123_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/mengyan-zhang/>Mengyan Zhang</a></h2><h3>Postdoctoral Research Associate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:mengyan.zh@outlook.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/MengyanZg target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Dqot5i0AAAAJ&amp;hl=zh-CN" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Mengyanz target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/mousumi-roy/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/mousumi-roy/avatar.jpg_avatar_hu9e50c80f55d5dfe0514b40b50ae3b377_2806423_270x270_fill_lanczos_center_3.png alt=Avatar></a><div class=portrait-title><h2><a href=/author/mousumi-roy/>Mousumi Roy</a></h2><h3>Research Fellow</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:mousumiroy1991@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/mousumi3011 target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.in/citations?user=tXlhKYEAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/mousumi3104 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/nicolas-banholzer/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/nicolas-banholzer/avatar_huc22e89b38918713ebd49641d9042ac66_404798_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/nicolas-banholzer/>Nicolas Banholzer</a></h2><h3>Postdoctoral researcher</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:nicolas.banholzer@unibe.ch><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/NicBanjo target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=LwTXJGAAAAAJ&amp;hl" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/nbanho target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class=col-md-12><h2 class=mb-4>Grad Students</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/andrea-brizzi/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/andrea-brizzi/avatar_hu6f5eafc429aa9dcc01f63bfa9badd181_67673_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/andrea-brizzi/>Andrea Brizzi</a></h2><h3>PhD student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:ab1820@ic.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=JVCxEvUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/abriz97 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/yu-chen/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/yu-chen/avatar_hu069e3b456fe29d86c79690dcf36037d4_726913_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/yu-chen/>Yu Chen</a></h2><h3>PhD student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:yu.chen119@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=dqfHuOwAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/YuCHENJT target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/helen-coupland/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/helen-coupland/avatar_hu8606bc4f5f152d7b976af9a5cfd1775a_2524867_270x270_fill_q75_lanczos_center.JPG alt=Avatar></a><div class=portrait-title><h2><a href=/author/helen-coupland/>Helen Coupland</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:h.coupland@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=jJTNa7kAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/hcoupland target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/alexandros-katsiferis/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/alexandros-katsiferis/avatar_hucd883deb85c1a27f7896c6d7e319b601_247988_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/alexandros-katsiferis/>Alexandros Katsiferis</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:alexandros.katsiferis@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/katsiferis target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=II1XJoUAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/alkat19 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/giovanni-charles/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/giovanni-charles/avatar_hufd59bcfc963df663ae49680698175107_7646_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/giovanni-charles/>Giovanni Charles</a></h2><h3>Senior Software Research Engineer & PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=https://twitter.com/GDCharles target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=3p4FRqUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/giovannic target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/johannes-hruza/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/johannes-hruza/avatar_hubdc59baefe47a1a4935d5ad517820d7d_72241_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/johannes-hruza/>Johannes Hruza</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:johannes.hruza@sund.ku.dk><i class="fas fa-envelope"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/kaustubh-chakradeo/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/kaustubh-chakradeo/avatar_huefaef7b7d040f85412b205d0880edc07_114851_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/kaustubh-chakradeo/>Kaustubh Chakradeo</a></h2><h3>PhD Candidate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:chakradeo@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/kc_uses target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=w7q2xosAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/kaustubhchakradeo target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/mark-khurana/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/mark-khurana/avatar_hu4b16a4ae482285c89daaeacee0ede5d8_2099899_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/mark-khurana/>Mark Khurana</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:mark.khurana@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/markkhurana target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=gQg4gOcAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/mark-khurana target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/neil-scheidwasser/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/neil-scheidwasser/avatar_hu1b67de03bc3f49ac4090210ddc9e0445_9212_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/neil-scheidwasser/>Neil Scheidwasser</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:neil.clow@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/handahofi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=PQ95Jd8AAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Neclow target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/shozen-dan/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/shozen-dan/avatar_hu2e71c32e9b4372a68ad22b728d8d272a_96937_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/shozen-dan/>Shozen Dan</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:shozen.dan21@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/ShozenD target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=1nADuusAAAAJ&amp;hl=en&amp;inst=4887157489608331491" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ShozenD target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/siyi-sun/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/siyi-sun/avatar_hu3462ee3c8c7bfc10b1cd601f40e98071_703931_270x270_fill_lanczos_center_3.png alt=Avatar></a><div class=portrait-title><h2><a href=/author/siyi-sun/>Siyi Sun</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:siyi.sun@cs.ox.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://www.linkedin.com/in/siyi-sun-cs/ target=_blank rel=noopener><i class="fab fa-linkedin"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=RVEiihUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/SiyiSun99 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/tristan-naidoo/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/tristan-naidoo/avatar_hu605c8d16fdbec5302dce9de6e103ec4d_51719_270x270_fill_lanczos_center_3.png alt=Avatar></a><div class=portrait-title><h2><a href=/author/tristan-naidoo/>Tristan Naidoo</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:t.naidoo21@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://github.com/tristan-myles target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/victoria-cox/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/victoria-cox/avatar_hu7a90778c5dc96f963ceaad7ccad927a1_682220_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/victoria-cox/>Victoria Cox</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:v.cox@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=rrZmTCUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Tori-Cox target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class=col-md-12><h2 class=mb-4>Visitors</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/prakhar-verma/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/prakhar-verma/avatar_hu858b0071ca856b9f1cbb09df749e8b2c_43533_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/prakhar-verma/>Prakhar Verma</a></h2><h3>Visiting Researcher</h3><ul class=network-icon aria-hidden=true><li><a href=https://prakharverma.github.io/ target=_blank rel=noopener><i class="fas fa-compass"></i></a></li><li><a href="https://scholar.google.com/citations?user=I9Hu4LsAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li></ul></div></div><div class=col-md-12><h2 class=mb-4>Alumni</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/adam-howes/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/adam-howes/avatar_hua77c02445e37476659fe0d9526795f1a_200097_270x270_fill_q75_lanczos_center.jpeg alt=Avatar></a><div class=portrait-title><h2><a href=/author/adam-howes/>Adam Howes</a></h2><h3>Alumni</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:adamthowes@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/adamhowes target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=mMsdhxQAAAAJ&amp;hl=en&amp;oi=ao" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/athowes target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div></div></div></section></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
+<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people data-target=[]><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><span class="js-widget-page d-none"></span><section id=people class="home-section wg-people"><div class=home-section-bg></div><div class=container><div class="row justify-content-center people-widget"><div class="col-md-12 section-heading"><h1>Meet the Team</h1></div><div class=col-md-12><h2 class=mb-4>Principal Investigators</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/samir-bhatt/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/samir-bhatt/avatar_hu5f93c326143a24e8087fbc255373e0c3_10938_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/samir-bhatt/>Samir Bhatt</a></h2><h3>Professor of Machine Learning, Statistics and Public Health</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:bhattsamir@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/@ProfSamirBhatt target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tL0x_vUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/bhattsamir target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/seth-flaxman/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/seth-flaxman/avatar_hu4872f74b605dbd1fb60652f9171497a3_56151_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/seth-flaxman/>Seth Flaxman</a></h2><h3>Associate Professor</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:seth.flaxman@cs.ox.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/flaxter target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Wnxq0mgAAAAJ&amp;hl=en&amp;oi=ao" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/flaxter target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/swapnil-mishra/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/swapnil-mishra/avatar_hu53c8df9223bc15c139352553532a902f_615192_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/swapnil-mishra/>Swapnil Mishra</a></h2><h3>Assistant Professor of Machine Learning and Public Health</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:swapnilmishra.anu@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/creswapi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=RqbpaXcAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/s-mishra target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/elizaveta-semenova/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/elizaveta-semenova/avatar_hube3aaea8840cede963c22014fb1351b2_28235_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></h2><h3>Lecturer in Biostatistics, Computational Epidemiology and Machine Learning</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:elizaveta.p.semenova@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/liza_p_semenova target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=jqGIgFEAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/elizavetasemenova target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/oliver-ratmann/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/oliver-ratmann/avatar_hu9f2f8ff2dfe402ac970a6ef047e4bf6b_17851_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/oliver-ratmann/>Oliver Ratmann</a></h2><h3>Reader in Statistics and Machine Learning for Public Good</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:oratmann@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com.sg/citations?user=6y_kt9QAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/olli0601/ target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/xenia-miscouridou/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/xenia-miscouridou/avatar_huf7657711b69060020d572436a0ae9bc6_74113_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></h2><h3>Lecturer</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:xeniamisc@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/xenia_mis target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=eUsxsWwAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/misxenia target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/juliette-unwin/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/juliette-unwin/avatar_hue98d31444251c0a24604054a682cc193_27377_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/juliette-unwin/>Juliette Unwin</a></h2><h3>Lecturer in Statistical Science</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:juliette.unwin@bristol.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/EttieUnwin target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=SDhzsXUAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ettieunwin target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/dino-sejdinovic/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/dino-sejdinovic/avatar_huad1c93a52c788b3fa796619e54cb4c7a_256479_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/dino-sejdinovic/>Dino Sejdinovic</a></h2><h3>Professor of Statistical Machine Learning</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:dino.sejdinovic@adelaide.edu.au><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/sejdino target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=v8Dg1lIAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/sejdino target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/nuno-faria/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/nuno-faria/avatar_hue68186191dc68b24d4edd5217f8848d8_5450_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/nuno-faria/>Nuno Faria</a></h2><h3>Reader in Viral Evolution</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:n.faria@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/CaddeProject target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Po90eWwAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://www.caddecentre.org/ target=_blank rel=noopener><i class="fab fa-dna"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/david-a.-duchene/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/david-a.-duchene/avatar_hua77d3723a3d21e5649f731d02f56810c_724000_270x270_fill_q75_lanczos_center.jpeg alt=Avatar></a><div class=portrait-title><h2><a href=/author/david-a.-duchene/>David A. Duchene</a></h2><h3>Associate Professor in Molecular Evolutionary Epidemiology</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:david.duchene@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com.au/citations?user=gg75dtQAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/duchene target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/moritz-kraemer/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/moritz-kraemer/avatar_hu43d4a752f29a47c56ed3e7034912a9ef_280966_270x270_fill_q75_lanczos_center.jpeg alt=Avatar></a><div class=portrait-title><h2><a href=/author/moritz-kraemer/>Moritz Kraemer</a></h2><h3>Associate Professor</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:kramer.moritz@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/MOUGK target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?hl=en&amp;user=XncPLOQAAAAJ&amp;view_op=list_works" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Mougk target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/sebastian-vollmer/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/sebastian-vollmer/avatar_hub730671bc9d3e9b65f2d20f70fbd06bc_91810_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/sebastian-vollmer/>Sebastian Vollmer</a></h2><h3>Professor for Applications of Machine Learning</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:sjvollmer@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=WoqSEpYAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/vollmersj target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://www.linkedin.com/in/sjvollmer/ target=_blank rel=noopener><i class="fab fa-linkedin"></i></a></li></ul></div></div><div class=col-md-12><h2 class=mb-4>Researchers</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/alexandra-blenkinsop/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/alexandra-blenkinsop/avatar_hu2229c332889ae35166d7bf44c7865ef5_694973_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></h2><h3>Postdoctoral Research Associate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:a.blenkinsop@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/AlexBlenky target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=gZGsE7MAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/alexblenkinsop target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/charles-whittaker/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/charles-whittaker/avatar_hu8c67f584a2f4a31f20ecf92739b20f89_5644_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/charles-whittaker/>Charles Whittaker</a></h2><h3>Sir Henry Wellcome Postdoctoral Fellow</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:charles.whittaker16@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/charliewhittak target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=WGDceR8AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/cwhittaker1000 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/iwona-hawryluk/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/iwona-hawryluk/avatar_huf5db0be8fc5532d42767536e1ed02855_3735132_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></h2><h3>Postdoctoral Research Associate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:i.hawryluk19@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/iwonahaw target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=brpJvU4AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ihawryluk target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/daniel-laydon/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/daniel-laydon/avatar_hu3f8ca3cfaffe50ebf2f881d279855a39_39145_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/daniel-laydon/>Daniel Laydon</a></h2><h3>Research Associate in Epidemiology</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:d.laydon@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/DannyLaydon target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=et8fyY0AAAAJ&amp;view_op=list_works" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/dlaydon target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/andre-victor-ribeiro-amaral/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/andre-victor-ribeiro-amaral/avatar_hu6aad81ca3223f4cc211c566417a7057f_420926_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/andre-victor-ribeiro-amaral/>André Victor Ribeiro Amaral</a></h2><h3>Postdoctoral Research Associate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:avramaral@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/avramaral target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tr13_9cAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/avramaral target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/david-selby/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/david-selby/avatar_hu01a7ec985a1cb8a44b491be532ed5d21_24285_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/david-selby/>David Selby</a></h2><h3>Senior Researcher</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:david_antony.selby@dfki.de><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/TeaStats target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=e7e8nfUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Selbosh target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><div class=portrait-title><h2><a href=/author/jingyan-huang/>Jingyan Huang</a></h2><h3>Postdoctoral Researcher</h3><ul class=network-icon aria-hidden=true><li><a href=/jy.huang@nus.edu.sg><i class="fas fa-envelope"></i></a></li><li><a href=/><i class="fab fa-twitter"></i></a></li><li><a href=/><i class="ai ai-google-scholar"></i></a></li><li><a href=/><i class="fab fa-github"></i></a></li><li><a href=/><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/mengyan-zhang/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/mengyan-zhang/avatar_hu81cc8fa9a2e9e74c367867c1c5ff8967_615123_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/mengyan-zhang/>Mengyan Zhang</a></h2><h3>Postdoctoral Research Associate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:mengyan.zh@outlook.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/MengyanZg target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Dqot5i0AAAAJ&amp;hl=zh-CN" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Mengyanz target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/mousumi-roy/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/mousumi-roy/avatar.jpg_avatar_hu9e50c80f55d5dfe0514b40b50ae3b377_2806423_270x270_fill_lanczos_center_3.png alt=Avatar></a><div class=portrait-title><h2><a href=/author/mousumi-roy/>Mousumi Roy</a></h2><h3>Research Fellow</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:mousumiroy1991@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/mousumi3011 target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.in/citations?user=tXlhKYEAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/mousumi3104 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/nicolas-banholzer/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/nicolas-banholzer/avatar_huc22e89b38918713ebd49641d9042ac66_404798_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/nicolas-banholzer/>Nicolas Banholzer</a></h2><h3>Postdoctoral researcher</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:nicolas.banholzer@unibe.ch><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/NicBanjo target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=LwTXJGAAAAAJ&amp;hl" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/nbanho target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class=col-md-12><h2 class=mb-4>Grad Students</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/andrea-brizzi/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/andrea-brizzi/avatar_hu6f5eafc429aa9dcc01f63bfa9badd181_67673_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/andrea-brizzi/>Andrea Brizzi</a></h2><h3>PhD student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:ab1820@ic.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=JVCxEvUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/abriz97 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/yu-chen/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/yu-chen/avatar_hu069e3b456fe29d86c79690dcf36037d4_726913_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/yu-chen/>Yu Chen</a></h2><h3>PhD student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:yu.chen119@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=dqfHuOwAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/YuCHENJT target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/helen-coupland/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/helen-coupland/avatar_hu8606bc4f5f152d7b976af9a5cfd1775a_2524867_270x270_fill_q75_lanczos_center.JPG alt=Avatar></a><div class=portrait-title><h2><a href=/author/helen-coupland/>Helen Coupland</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:h.coupland@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=jJTNa7kAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/hcoupland target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/alexandros-katsiferis/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/alexandros-katsiferis/avatar_hucd883deb85c1a27f7896c6d7e319b601_247988_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/alexandros-katsiferis/>Alexandros Katsiferis</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:alexandros.katsiferis@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/katsiferis target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=II1XJoUAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/alkat19 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/giovanni-charles/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/giovanni-charles/avatar_hufd59bcfc963df663ae49680698175107_7646_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/giovanni-charles/>Giovanni Charles</a></h2><h3>Senior Software Research Engineer & PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=https://twitter.com/GDCharles target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=3p4FRqUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/giovannic target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/johannes-hruza/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/johannes-hruza/avatar_hubdc59baefe47a1a4935d5ad517820d7d_72241_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/johannes-hruza/>Johannes Hruza</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:johannes.hruza@sund.ku.dk><i class="fas fa-envelope"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/kaustubh-chakradeo/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/kaustubh-chakradeo/avatar_huefaef7b7d040f85412b205d0880edc07_114851_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/kaustubh-chakradeo/>Kaustubh Chakradeo</a></h2><h3>PhD Candidate</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:chakradeo@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/kc_uses target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=w7q2xosAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/kaustubhchakradeo target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/mark-khurana/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/mark-khurana/avatar_hu4b16a4ae482285c89daaeacee0ede5d8_2099899_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/mark-khurana/>Mark Khurana</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:mark.khurana@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/markkhurana target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=gQg4gOcAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/mark-khurana target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/neil-scheidwasser/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/neil-scheidwasser/avatar_hu1b67de03bc3f49ac4090210ddc9e0445_9212_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/neil-scheidwasser/>Neil Scheidwasser</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:neil.clow@sund.ku.dk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/handahofi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=PQ95Jd8AAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Neclow target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/shozen-dan/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/shozen-dan/avatar_hu2e71c32e9b4372a68ad22b728d8d272a_96937_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/shozen-dan/>Shozen Dan</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:shozen.dan21@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/ShozenD target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=1nADuusAAAAJ&amp;hl=en&amp;inst=4887157489608331491" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ShozenD target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/siyi-sun/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/siyi-sun/avatar_hu3462ee3c8c7bfc10b1cd601f40e98071_703931_270x270_fill_lanczos_center_3.png alt=Avatar></a><div class=portrait-title><h2><a href=/author/siyi-sun/>Siyi Sun</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:siyi.sun@cs.ox.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://www.linkedin.com/in/siyi-sun-cs/ target=_blank rel=noopener><i class="fab fa-linkedin"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=RVEiihUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/SiyiSun99 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/tristan-naidoo/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/tristan-naidoo/avatar_hu605c8d16fdbec5302dce9de6e103ec4d_51719_270x270_fill_lanczos_center_3.png alt=Avatar></a><div class=portrait-title><h2><a href=/author/tristan-naidoo/>Tristan Naidoo</a></h2><h3>PhD Student</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:t.naidoo21@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://github.com/tristan-myles target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class=col-md-12><h2 class=mb-4>Visitors</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/prakhar-verma/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/prakhar-verma/avatar_hu858b0071ca856b9f1cbb09df749e8b2c_43533_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/prakhar-verma/>Prakhar Verma</a></h2><h3>Visiting Researcher</h3><ul class=network-icon aria-hidden=true><li><a href=https://prakharverma.github.io/ target=_blank rel=noopener><i class="fas fa-compass"></i></a></li><li><a href="https://scholar.google.com/citations?user=I9Hu4LsAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li></ul></div></div><div class=col-md-12><h2 class=mb-4>Alumni</h2></div><div class="col-12 col-sm-auto people-person"><a href=/author/adam-howes/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/adam-howes/avatar_hua77c02445e37476659fe0d9526795f1a_200097_270x270_fill_q75_lanczos_center.jpeg alt=Avatar></a><div class=portrait-title><h2><a href=/author/adam-howes/>Adam Howes</a></h2><h3>Alumni</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:adamthowes@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/adamhowes target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=mMsdhxQAAAAJ&amp;hl=en&amp;oi=ao" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/athowes target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="col-12 col-sm-auto people-person"><a href=/author/victoria-cox/><img width=270 height=270 loading=lazy class="avatar avatar-circle" src=/author/victoria-cox/avatar_hu7a90778c5dc96f963ceaad7ccad927a1_682220_270x270_fill_q75_lanczos_center.jpg alt=Avatar></a><div class=portrait-title><h2><a href=/author/victoria-cox/>Victoria Cox</a></h2><h3>Technical Analyst</h3><ul class=network-icon aria-hidden=true><li><a href=mailto:v.cox@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=rrZmTCUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/Tori-Cox target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div></div></div></section></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-nc fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-nd fa-2x" aria-hidden=true></i></a></p><p class=powered-by>Published with <a href="https://wowchemy.com/?utm_campaign=poweredby" target=_blank rel=noopener>Wowchemy</a> — the free, <a href=https://github.com/wowchemy/wowchemy-hugo-themes target=_blank rel=noopener>open source</a> website builder that empowers creators.</p></footer></div></div><script src=/js/vendor-bundle.min.b4708d4364577c16ab7001b265a063a4.js></script><script src=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.js integrity crossorigin=anonymous></script><script id=search-hit-fuse-template type=text/x-template>
diff --git a/publication-type/2/index.html b/publication-type/2/index.html
index 97f10cf2c..949655c40 100644
--- a/publication-type/2/index.html
+++ b/publication-type/2/index.html
@@ -3,7 +3,7 @@
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1007/s11222-022-10151-w target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/10-1001-jamapediatrics-2022-3157/>Orphanhood and Caregiver Loss Among Children Based on New Global Excess COVID-19 Death Estimates</a></div><a href=/publication/10-1001-jamapediatrics-2022-3157/ class=summary-link><div class=article-style>The availability of new excess mortality data enables us to update global minimum estimates of COVID-19 orphanhood and caregiver death …</div></a><div class="stream-meta article-metadata"><div><span><a href=/author/susan-hillis/>Susan Hillis</a></span>, <span><a href=/author/joel-pascal-ntwali-nkonzi/>Joel-Pascal Ntwali N’konzi</a></span>, <span><a href=/author/william-msemburi/>William Msemburi</a></span>, <span><a href=/author/lucie-cluver/>Lucie Cluver</a></span>, <span><a href=/author/andres-villaveces/>Andrés Villaveces</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/h.-juliette-t.-unwin/>H. Juliette T. Unwin</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/10-1001-jamapediatrics-2022-3157/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1001/jamapediatrics.2022.3157 target=_blank rel=noopener>DOI
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1001/jamapediatrics.2022.3157 target=_blank rel=noopener>URL</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/semenova-2022-jun/>PriorVAE: encoding spatial priors with variational autoencoders for small-area estimation</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/yidan-xu/>Yidan Xu</a></span>, <span><a href=/author/adam-howes/>Adam Howes</a></span>, <span><a href=/author/theo-rashid/>Theo Rashid</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/semenova-2022-jun/cite.bib>Cite
-</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1098/rsif.2022.0094 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/brizzi-2022-may/>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/andrea-brizzi/>Andrea Brizzi</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/luciana-m.-s.-servo/>Luciana M. S. Servo</a></span>, <span class=author-highlighted><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/carlos-a.-prete/>Carlos A. Prete</a></span>, <span><a href=/author/william-m.-de-souza/>William M. de Souza</a></span>, <span><a href=/author/renato-s.-aguiar/>Renato S. Aguiar</a></span>, <span><a href=/author/leonardo-j.-t.-araujo/>Leonardo J. T. Araujo</a></span>, <span><a href=/author/leonardo-s.-bastos/>Leonardo S. Bastos</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/lewis-f.-buss/>Lewis F. Buss</a></span>, <span><a href=/author/darlan-candido/>Darlan Candido</a></span>, <span><a href=/author/marcia-c.-castro/>Marcia C. Castro</a></span>, <span><a href=/author/silvia-f.-costa/>Silvia F. Costa</a></span>, <span><a href=/author/julio-croda/>Julio Croda</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/christopher-dye/>Christopher Dye</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/paula-l.-c.-fonseca/>Paula L. C. Fonseca</a></span>, <span><a href=/author/victor-e.-v.-geddes/>Victor E. V. Geddes</a></span>, <span><a href=/author/bernardo-gutierrez/>Bernardo Gutierrez</a></span>, <span><a href=/author/philippe-lemey/>Philippe Lemey</a></span>, <span><a href=/author/anna-s.-levin/>Anna S. Levin</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/diego-m.-bonfim/>Diego M. Bonfim</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/filipe-r.-r.-moreira/>Filipe R. R. Moreira</a></span>, <span><a href=/author/bruce-nelson/>Bruce Nelson</a></span>, <span><a href=/author/rafael-h.-m.-pereira/>Rafael H. M. Pereira</a></span>, <span><a href=/author/otavio-ranzani/>Otavio Ranzani</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/raphael-sonnabend/>Raphael Sonnabend</a></span>, <span><a href=/author/renan-p.-souza/>Renan P. Souza</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span>, <span><a href=/author/nuno-r.-faria/>Nuno R. Faria</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/brizzi-2022-may/cite.bib>Cite
+</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1098/rsif.2022.0094 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/brizzi-2022-may/>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/andrea-brizzi/>Andrea Brizzi</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/luciana-m.-s.-servo/>Luciana M. S. Servo</a></span>, <span><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/carlos-a.-prete/>Carlos A. Prete</a></span>, <span><a href=/author/william-m.-de-souza/>William M. de Souza</a></span>, <span><a href=/author/renato-s.-aguiar/>Renato S. Aguiar</a></span>, <span><a href=/author/leonardo-j.-t.-araujo/>Leonardo J. T. Araujo</a></span>, <span><a href=/author/leonardo-s.-bastos/>Leonardo S. Bastos</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/lewis-f.-buss/>Lewis F. Buss</a></span>, <span><a href=/author/darlan-candido/>Darlan Candido</a></span>, <span><a href=/author/marcia-c.-castro/>Marcia C. Castro</a></span>, <span><a href=/author/silvia-f.-costa/>Silvia F. Costa</a></span>, <span><a href=/author/julio-croda/>Julio Croda</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/christopher-dye/>Christopher Dye</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/paula-l.-c.-fonseca/>Paula L. C. Fonseca</a></span>, <span><a href=/author/victor-e.-v.-geddes/>Victor E. V. Geddes</a></span>, <span><a href=/author/bernardo-gutierrez/>Bernardo Gutierrez</a></span>, <span><a href=/author/philippe-lemey/>Philippe Lemey</a></span>, <span><a href=/author/anna-s.-levin/>Anna S. Levin</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/diego-m.-bonfim/>Diego M. Bonfim</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/filipe-r.-r.-moreira/>Filipe R. R. Moreira</a></span>, <span><a href=/author/bruce-nelson/>Bruce Nelson</a></span>, <span><a href=/author/rafael-h.-m.-pereira/>Rafael H. M. Pereira</a></span>, <span><a href=/author/otavio-ranzani/>Otavio Ranzani</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/raphael-sonnabend/>Raphael Sonnabend</a></span>, <span><a href=/author/renan-p.-souza/>Renan P. Souza</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span>, <span><a href=/author/nuno-r.-faria/>Nuno R. Faria</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/brizzi-2022-may/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1038/s41591-022-01807-1 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/whittaker-2022-apr/>A novel statistical framework for exploring the population dynamics and seasonality of mosquito populations</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/marianne-sinka/>Marianne Sinka</a></span>, <span><a href=/author/samuel-pironon/>Samuel Pironon</a></span>, <span><a href=/author/claire-massey/>Claire Massey</a></span>, <span><a href=/author/daniel-j.-weiss/>Daniel J. Weiss</a></span>, <span><a href=/author/michele-nguyen/>Michele Nguyen</a></span>, <span><a href=/author/peter-w.-gething/>Peter W. Gething</a></span>, <span><a href=/author/ashwani-kumar/>Ashwani Kumar</a></span>, <span><a href=/author/azra-ghani/>Azra Ghani</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/whittaker-2022-apr/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1098/rspb.2022.0089 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/unwin-2022-apr/>Global, regional, and national minimum estimates of children affected by COVID-19-associated orphanhood and caregiver death, by age and family circumstance up to Oct 31, 2021: an updated modelling study</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/susan-hillis/>Susan Hillis</a></span>, <span><a href=/author/lucie-cluver/>Lucie Cluver</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/philip-s.-goldman/>Philip S. Goldman</a></span>, <span><a href=/author/alexander-butchart/>Alexander Butchart</a></span>, <span><a href=/author/gretchen-bachman/>Gretchen Bachman</a></span>, <span><a href=/author/laura-rawlings/>Laura Rawlings</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/phil-green/>Phil Green</a></span>, <span><a href=/author/charles-a.-nelson/>Charles A. Nelson</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/chris-desmond/>Chris Desmond</a></span>, <span><a href=/author/andres-villaveces/>Andrés Villaveces</a></span>, <span><a href=/author/lorraine-sherr/>Lorraine Sherr</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/unwin-2022-apr/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1016/S2352-4642%2822%2900005-0 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/flaxman-2022-covid/>Covid-19 is a leading cause of death in children and young people ages 0-19 years in the United States</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/theo-rashid/>Theo Rashid</a></span>, <span><a href=/author/robbie-parks/>Robbie Parks</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/h-juliette-t-unwin/>H Juliette T Unwin</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/deepti-gurdasani/>Deepti Gurdasani</a></span>, <span><a href=/author/others/>others</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/flaxman-2022-covid/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/firman-2022-use/>The use of Bayesian methodology in the development and validation of a tiered assessment approach towards prediction of rat acute oral toxicity</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/james-w-firman/>James W Firman</a></span>, <span><a href=/author/mark-td-cronin/>Mark TD Cronin</a></span>, <span><a href=/author/philip-h-rowe/>Philip H Rowe</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/john-e-doe/>John E Doe</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/firman-2022-use/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/bradley-2021-dec/>Unrepresentative big surveys significantly overestimated US vaccine uptake</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/shiro-kuriwaki/>Shiro Kuriwaki</a></span>, <span><a href=/author/michael-isakov/>Michael Isakov</a></span>, <span><a href=/author/dino-sejdinovic/>Dino Sejdinovic</a></span>, <span><a href=/author/xiao-li-meng/>Xiao-Li Meng</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/bradley-2021-dec/cite.bib>Cite
diff --git a/publication-type/2/page/2/index.html b/publication-type/2/page/2/index.html
index da049d27f..e2bdad593 100644
--- a/publication-type/2/page/2/index.html
+++ b/publication-type/2/page/2/index.html
@@ -5,7 +5,7 @@
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1371/journal.pcbi.1008830 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/volz-2021-mar/>Assessing transmissibility of SARS-CoV-2 lineage B.1.1.7 in England</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/erik-volz/>Erik Volz</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/meera-chand/>Meera Chand</a></span>, <span><a href=/author/jeffrey-c.-barrett/>Jeffrey C. Barrett</a></span>, <span><a href=/author/robert-johnson/>Robert Johnson</a></span>, <span><a href=/author/lily-geidelberg/>Lily Geidelberg</a></span>, <span><a href=/author/wes-r.-hinsley/>Wes R. Hinsley</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/gavin-dabrera/>Gavin Dabrera</a></span>, <span><a href=/author/%C4%B1fmmode%5Cacutea%5Celsea%5Cfiine-otoole/>ıfmmode\acuteA\elseÁ\fiine O′Toole</a></span>, <span><a href=/author/roberto-amato/>Roberto Amato</a></span>, <span><a href=/author/manon-ragonnet-cronin/>Manon Ragonnet-Cronin</a></span>, <span><a href=/author/ian-harrison/>Ian Harrison</a></span>, <span><a href=/author/ben-jackson/>Ben Jackson</a></span>, <span><a href=/author/cristina-v.-ariani/>Cristina V. Ariani</a></span>, <span><a href=/author/olivia-boyd/>Olivia Boyd</a></span>, <span><a href=/author/nicholas-j.-loman/>Nicholas J. Loman</a></span>, <span><a href=/author/john-t.-mccrone/>John T. McCrone</a></span>, <span><a href=/author/s%C4%B1fmmode%5Cacuteo%5Celseo%5Cfinia-gon%C4%B1fmmode%5Cmboxc%5Celsec%5Cfialves/>Sıfmmode\acuteo\elseó\finia Gonıfmmode\mboxç\elseç\fialves</a></span>, <span><a href=/author/david-jorgensen/>David Jorgensen</a></span>, <span><a href=/author/richard-myers/>Richard Myers</a></span>, <span><a href=/author/verity-hill/>Verity Hill</a></span>, <span><a href=/author/david-k.-jackson/>David K. Jackson</a></span>, <span><a href=/author/katy-gaythorpe/>Katy Gaythorpe</a></span>, <span><a href=/author/natalie-groves/>Natalie Groves</a></span>, <span><a href=/author/john-sillitoe/>John Sillitoe</a></span>, <span><a href=/author/dominic-p.-kwiatkowski/>Dominic P. Kwiatkowski</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/susan-hopkins/>Susan Hopkins</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/andrew-rambaut/>Andrew Rambaut</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/the-covid-19-genomics-uk-cog-uk-consortium/>The COVID-19 Genomics UK (COG-UK) Consortium</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/volz-2021-mar/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1038/s41586-021-03470-x target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/du-plessis-2021-feb/>Establishment and lineage dynamics of the SARS-CoV-2 epidemic in the UK</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/louis-du-plessis/>Louis du Plessis</a></span>, <span><a href=/author/john-t.-mccrone/>John T. McCrone</a></span>, <span><a href=/author/alexander-e.-zarebski/>Alexander E. Zarebski</a></span>, <span><a href=/author/verity-hill/>Verity Hill</a></span>, <span><a href=/author/christopher-ruis/>Christopher Ruis</a></span>, <span><a href=/author/bernardo-gutierrez/>Bernardo Gutierrez</a></span>, <span><a href=/author/jayna-raghwani/>Jayna Raghwani</a></span>, <span><a href=/author/jordan-ashworth/>Jordan Ashworth</a></span>, <span><a href=/author/rachel-colquhoun/>Rachel Colquhoun</a></span>, <span><a href=/author/thomas-r.-connor/>Thomas R. Connor</a></span>, <span><a href=/author/nuno-r.-faria/>Nuno R. Faria</a></span>, <span><a href=/author/ben-jackson/>Ben Jackson</a></span>, <span><a href=/author/nicholas-j.-loman/>Nicholas J. Loman</a></span>, <span><a href=/author/%C4%B1fmmode%5Cacutea%5Celsea%5Cfiine-otoole/>ıfmmode\acuteA\elseÁ\fiine O′Toole</a></span>, <span><a href=/author/samuel-m.-nicholls/>Samuel M. Nicholls</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/emily-scher/>Emily Scher</a></span>, <span><a href=/author/tetyana-i.-vasylyeva/>Tetyana I. Vasylyeva</a></span>, <span><a href=/author/erik-m.-volz/>Erik M. Volz</a></span>, <span><a href=/author/alexander-watts/>Alexander Watts</a></span>, <span><a href=/author/isaac-i.-bogoch/>Isaac I. Bogoch</a></span>, <span><a href=/author/kamran-khan/>Kamran Khan</a></span>, <span><a href=/author/covid-19-genomics-uk-cog-uk-consortium%C4%B1fmmode%5Cdag%5Celse%5Cfi/>Covid-19 Genomics Uk (cog-Uk) Consortiumıfmmode\dag\else†\fi</a></span>, <span><a href=/author/david-m.-aanensen/>David M. Aanensen</a></span>, <span><a href=/author/moritz-u.-g.-kraemer/>Moritz U. G. Kraemer</a></span>, <span><a href=/author/andrew-rambaut/>Andrew Rambaut</a></span>, <span><a href=/author/oliver-g.-pybus/>Oliver G. Pybus</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/du-plessis-2021-feb/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1126/science.abf2946 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/sabino-2021-feb/>Resurgence of COVID-19 in Manaus, Brazil, despite high seroprevalence</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span>, <span><a href=/author/lewis-f.-buss/>Lewis F. Buss</a></span>, <span><a href=/author/maria-p.-s.-carvalho/>Maria P. S. Carvalho</a></span>, <span><a href=/author/carlos-a.-prete/>Carlos A. Prete</a></span>, <span><a href=/author/myuki-a.-e.-crispim/>Myuki A. E. Crispim</a></span>, <span><a href=/author/nelson-a.-fraiji/>Nelson A. Fraiji</a></span>, <span><a href=/author/rafael-h.-m.-pereira/>Rafael H. M. Pereira</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/pedro-da-silva-peixoto/>Pedro da Silva Peixoto</a></span>, <span><a href=/author/moritz-u.-g.-kraemer/>Moritz U. G. Kraemer</a></span>, <span><a href=/author/marcio-k.-oikawa/>Marcio K. Oikawa</a></span>, <span><a href=/author/tassila-salomon/>Tassila Salomon</a></span>, <span><a href=/author/zulma-m.-cucunuba/>Zulma M. Cucunuba</a></span>, <span><a href=/author/m%C4%B1fmmode%5Cacutea%5Celsea%5Cfircia-c.-castro/>Mıfmmode\acutea\elseá\fircia C. Castro</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/v%C4%B1fmmode%5Cacute%C4%B1math%5Celsei%5Cfitor-h.-nascimento/>Vıfmmode\acuteımath\elseí\fitor H. Nascimento</a></span>, <span><a href=/author/henrique-s.-pereira/>Henrique S. Pereira</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/oliver-g.-pybus/>Oliver G. Pybus</a></span>, <span><a href=/author/adam-kucharski/>Adam Kucharski</a></span>, <span><a href=/author/michael-p.-busch/>Michael P. Busch</a></span>, <span><a href=/author/christopher-dye/>Christopher Dye</a></span>, <span><a href=/author/nuno-faria/>Nuno Faria</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/sabino-2021-feb/cite.bib>Cite
-</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1016/S0140-6736%2821%2900183-5 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/monodeabe-8372/>Age groups that sustain resurging COVID-19 epidemics in the United States</a></div><a href=/publication/monodeabe-8372/ class=summary-link><div class=article-style>Following initial declines, in mid 2020 a resurgence in transmission of novel coronavirus disease (COVID-19) occurred in the US and …</div></a><div class="stream-meta article-metadata"><div><span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/daniel-hebert/>Daniel Hebert</a></span>, <span><a href=/author/sivan-bershan/>Sivan Bershan</a></span>, <span><a href=/author/simon-tietze/>Simon Tietze</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/yu-chen/>Yu Chen</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/sarah-filippi/>Sarah Filippi</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/martin-mcmanus/>Martin McManus</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/sebastian-weber/>Sebastian Weber</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/anne-bezancon/>Anne Bezancon</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/monodeabe-8372/cite.bib>Cite
+</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1016/S0140-6736%2821%2900183-5 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/monodeabe-8372/>Age groups that sustain resurging COVID-19 epidemics in the United States</a></div><a href=/publication/monodeabe-8372/ class=summary-link><div class=article-style>Following initial declines, in mid 2020 a resurgence in transmission of novel coronavirus disease (COVID-19) occurred in the US and …</div></a><div class="stream-meta article-metadata"><div><span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/daniel-hebert/>Daniel Hebert</a></span>, <span><a href=/author/sivan-bershan/>Sivan Bershan</a></span>, <span><a href=/author/simon-tietze/>Simon Tietze</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/yu-chen/>Yu Chen</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/sarah-filippi/>Sarah Filippi</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/martin-mcmanus/>Martin McManus</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/sebastian-weber/>Sebastian Weber</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/anne-bezancon/>Anne Bezancon</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/monodeabe-8372/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1126/science.abe8372 target=_blank rel=noopener>DOI
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://science.sciencemag.org/content/early/2021/02/01/science.abe8372 target=_blank rel=noopener>URL</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/vel-2021-asymptotic/>Asymptotic Equations of Gas Dynamics: Qualitative Analysis, Construction of Solutions, and Applications</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/pa-velmisov/>PA Vel’misov</a></span>, <span><a href=/author/yu-a-tamarova/>Yu A Tamarova</a></span>, <span><a href=/author/ep-semenova/>EP Semenova</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/vel-2021-asymptotic/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/grinsztajn-2021-bayesian/>Bayesian workflow for disease transmission modeling in Stan</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/leo-grinsztajn/>Léo Grinsztajn</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/charles-c-margossian/>Charles C Margossian</a></span>, <span><a href=/author/julien-riou/>Julien Riou</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/grinsztajn-2021-bayesian/cite.bib>Cite</a></div></div><div class=ml-3></div></div><nav class=mt-1><ul class="pagination justify-content-center"><li class=page-item><a class=page-link href=/publication-type/2/>&#171;</a></li><li class=page-item><a class=page-link href=/publication-type/2/page/3/>&#187;</a></li></ul></nav></div></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
diff --git a/publication-type/2/page/3/index.html b/publication-type/2/page/3/index.html
index 5ced146f5..67d29f4fe 100644
--- a/publication-type/2/page/3/index.html
+++ b/publication-type/2/page/3/index.html
@@ -1,8 +1,8 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content="Machine Learning & Global Health Network spanning across institutes in London, Oxford, Bristol, Copenhagen, Kaiserslautern, and Singapore, founded in 2022."><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/publication-type/2/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=alternate href=/publication-type/2/index.xml type=application/rss+xml title=MLGH><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/publication-type/2/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/publication-type/2/"><meta property="og:title" content="2 | MLGH"><meta property="og:description" content="Machine Learning & Global Health Network spanning across institutes in London, Oxford, Bristol, Copenhagen, Kaiserslautern, and Singapore, founded in 2022."><meta property="og:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="twitter:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="og:locale" content="en-us"><meta property="og:updated_time" content="2022-10-01T00:00:00+00:00"><title>2 | MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
 <span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class="universal-wrapper pt-3"><h1>2</h1></div><div class=universal-wrapper><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/mishra-2021-changing/>Changing composition of SARS-CoV-2 lineages and rise of Delta variant in England</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/soren-mindermann/>Sören Mindermann</a></span>, <span><a href=/author/mrinank-sharma/>Mrinank Sharma</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/thomas-a-mellan/>Thomas A Mellan</a></span>, <span><a href=/author/thomas-wilton/>Thomas Wilton</a></span>, <span><a href=/author/dimitra-klapsa/>Dimitra Klapsa</a></span>, <span><a href=/author/ryan-mate/>Ryan Mate</a></span>, <span><a href=/author/martin-fritzsche/>Martin Fritzsche</a></span>, <span><a href=/author/maria-zambon/>Maria Zambon</a></span>, <span><a href=/author/janvi-ahuja/>Janvi Ahuja</a></span>, <span><a href=/author/adam-howes/>Adam Howes</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/guy-p-nason/>Guy P Nason</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/gavin-leech/>Gavin Leech</a></span>, <span><a href=/author/julia-fabienne-sandkuhler/>Julia Fabienne Sandkühler</a></span>, <span><a href=/author/charlie-rogers-smith/>Charlie Rogers-Smith</a></span>, <span><a href=/author/michaela-vollmer/>Michaela Vollmer</a></span>, <span><a href=/author/h-juliette-t-unwin/>H Juliette T Unwin</a></span>, <span><a href=/author/yarin-gal/>Yarin Gal</a></span>, <span><a href=/author/meera-chand/>Meera Chand</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/javier-martin/>Javier Martin</a></span>, <span><a href=/author/erik-volz/>Erik Volz</a></span>, <span><a href=/author/neil-m-ferguson/>Neil M Ferguson</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/jan-m-brauner/>Jan M Brauner</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/the-covid-19-genomics-uk-cog-uk-consortium/>The COVID-19 Genomics UK (COG-UK) Consortium</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/mishra-2021-changing/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/semenova-2021-flexible/>Flexible fitting of PROTAC concentration-response curves with changepoint Gaussian Processes</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/elizaveta-semenova%5Cdagger/>Elizaveta Semenova$^\dagger$</a></span>, <span><a href=/author/maria-luisa-guerriero/>Maria Luisa Guerriero</a></span>, <span><a href=/author/bairu-zhang/>Bairu Zhang</a></span>, <span><a href=/author/andreas-hock/>Andreas Hock</a></span>, <span><a href=/author/philip-hopcroft/>Philip Hopcroft</a></span>, <span><a href=/author/ganesh-kadamur/>Ganesh Kadamur</a></span>, <span><a href=/author/avid-m-afzal/>Avid M Afzal</a></span>, <span><a href=/author/stanley-e-lazic/>Stanley E Lazic</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/semenova-2021-flexible/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/brito-2021-global/>Global disparities in SARS-CoV-2 genomic surveillance</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/af-brito/>AF Brito$^*$</a></span>, <span><a href=/author/e-semenova/>E Semenova$^*$</a></span>, <span><a href=/author/g-dudas/>G Dudas$^*$</a></span>, <span><a href=/author/gw-hassler/>GW Hassler</a></span>, <span><a href=/author/cc-kalinich/>CC Kalinich</a></span>, <span><a href=/author/mug-kraemer/>MUG Kraemer</a></span>, <span><a href=/author/sc-hill/>SC Hill</a></span>, <span><a href=/author/og-pybus/>OG Pybus</a></span>, <span><a href=/author/c-dye/>C Dye</a></span>, <span><a href=/author/s-bhatt/>S Bhatt</a></span>, <span><a href=/author/others/>others</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/brito-2021-global/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/buss-2021-jan/>Three-quarters attack rate of SARS-CoV-2 in the Brazilian Amazon during a largely unmitigated epidemic</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/lewis-f.-buss/>Lewis F. Buss</a></span>, <span><a href=/author/claudia-m.-m.-abrahim/>Claudia M. M. Abrahim</a></span>, <span><a href=/author/tassila-salomon/>Tassila Salomon</a></span>, <span><a href=/author/cesar-de-almeida-neto/>Cesar de Almeida-Neto</a></span>, <span><a href=/author/rafael-f.-o.-fran%C4%B1fmmode%5Cmboxc%5Celsec%5Cfia/>Rafael F. O. Franıfmmode\mboxç\elseç\fia</a></span>, <span><a href=/author/maria-c.-belotti/>Maria C. Belotti</a></span>, <span><a href=/author/maria-p.-s.-s.-carvalho/>Maria P. S. S. Carvalho</a></span>, <span><a href=/author/allyson-g.-costa/>Allyson G. Costa</a></span>, <span><a href=/author/myuki-a.-e.-crispim/>Myuki A. E. Crispim</a></span>, <span><a href=/author/suzete-c.-ferreira/>Suzete C. Ferreira</a></span>, <span><a href=/author/nelson-a.-fraiji/>Nelson A. Fraiji</a></span>, <span><a href=/author/susie-gurzenda/>Susie Gurzenda</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/leonardo-t.-kamaura/>Leonardo T. Kamaura</a></span>, <span><a href=/author/pedro-l.-takecian/>Pedro L. Takecian</a></span>, <span><a href=/author/pedro-da-silva-peixoto/>Pedro da Silva Peixoto</a></span>, <span><a href=/author/marcio-k.-oikawa/>Marcio K. Oikawa</a></span>, <span><a href=/author/anna-s.-nishiya/>Anna S. Nishiya</a></span>, <span><a href=/author/vanderson-rocha/>Vanderson Rocha</a></span>, <span><a href=/author/nanci-a.-salles/>Nanci A. Salles</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/martirene-a.-da-silva/>Martirene A. da Silva</a></span>, <span><a href=/author/brian-custer/>Brian Custer</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/manoel-barral-netto/>Manoel Barral-Netto</a></span>, <span><a href=/author/moritz-u.-g.-kraemer/>Moritz U. G. Kraemer</a></span>, <span><a href=/author/rafael-h.-m.-pereira/>Rafael H. M. Pereira</a></span>, <span><a href=/author/oliver-g.-pybus/>Oliver G. Pybus</a></span>, <span><a href=/author/michael-p.-busch/>Michael P. Busch</a></span>, <span><a href=/author/m%C4%B1fmmode%5Cacutea%5Celsea%5Cfircia-c.-castro/>Mıfmmode\acutea\elseá\fircia C. Castro</a></span>, <span><a href=/author/christopher-dye/>Christopher Dye</a></span>, <span><a href=/author/v%C4%B1fmmode%5Cacute%C4%B1math%5Celsei%5Cfitor-h.-nascimento/>Vıfmmode\acuteımath\elseí\fitor H. Nascimento</a></span>, <span><a href=/author/nuno-faria/>Nuno Faria</a></span>, <span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/buss-2021-jan/cite.bib>Cite
-</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1126/science.abe9728 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/scott-2021-track/>Track Omicron’s spread with molecular data</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/lesley-scott/>Lesley Scott</a></span>, <span><a href=/author/nei-yuan-hsiao/>Nei-Yuan Hsiao</a></span>, <span><a href=/author/sikhuline-moyo/>Sikhuline Moyo</a></span>, <span><a href=/author/lavanya-singh/>Lavanya Singh</a></span>, <span><a href=/author/houriiyah-tegally/>Houriiyah Tegally</a></span>, <span><a href=/author/graeme-dor/>Graeme Dor</a></span>, <span><a href=/author/piet-maes/>Piet Maes</a></span>, <span><a href=/author/oliver-g-pybus/>Oliver G Pybus</a></span>, <span><a href=/author/moritz-ug-kraemer/>Moritz UG Kraemer</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/others/>others</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/scott-2021-track/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/mervin-2021-uncertainty/>Uncertainty quantification in drug design</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/lewis-h-mervin/>Lewis H Mervin</a></span>, <span><a href=/author/simon-johansson/>Simon Johansson</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/kathryn-a-giblin/>Kathryn A Giblin</a></span>, <span><a href=/author/ola-engkvist/>Ola Engkvist</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/mervin-2021-uncertainty/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/pakkanen-2021-unifying/>Unifying incidence and prevalence under a time-varying general branching process</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/mikko-s-pakkanen/>Mikko S Pakkanen</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/t-berah/>T Berah</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/ta-mellan/>TA Mellan</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/pakkanen-2021-unifying/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/unwin-2020-dec/>State-level tracking of COVID-19 in the United States</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/sarah-l.-filippi/>Sarah L. Filippi</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/fabian-valka/>Fabian Valka</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span class=author-highlighted><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/philip-milton/>Philip Milton</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nick-f.-brazeau/>Nick F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/oliver-d.-eales/>Oliver D. Eales</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/benjamin-jeffrey/>Benjamin Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/john-lees/>John Lees</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/lucy-okell/>Lucy Okell</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/patrick-walker/>Patrick Walker</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/steven-riley/>Steven Riley</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/unwin-2020-dec/cite.bib>Cite
+</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1126/science.abe9728 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/scott-2021-track/>Track Omicron’s spread with molecular data</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/lesley-scott/>Lesley Scott</a></span>, <span><a href=/author/nei-yuan-hsiao/>Nei-Yuan Hsiao</a></span>, <span><a href=/author/sikhuline-moyo/>Sikhuline Moyo</a></span>, <span><a href=/author/lavanya-singh/>Lavanya Singh</a></span>, <span><a href=/author/houriiyah-tegally/>Houriiyah Tegally</a></span>, <span><a href=/author/graeme-dor/>Graeme Dor</a></span>, <span><a href=/author/piet-maes/>Piet Maes</a></span>, <span><a href=/author/oliver-g-pybus/>Oliver G Pybus</a></span>, <span><a href=/author/moritz-ug-kraemer/>Moritz UG Kraemer</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/others/>others</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/scott-2021-track/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/mervin-2021-uncertainty/>Uncertainty quantification in drug design</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/lewis-h-mervin/>Lewis H Mervin</a></span>, <span><a href=/author/simon-johansson/>Simon Johansson</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/kathryn-a-giblin/>Kathryn A Giblin</a></span>, <span><a href=/author/ola-engkvist/>Ola Engkvist</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/mervin-2021-uncertainty/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/pakkanen-2021-unifying/>Unifying incidence and prevalence under a time-varying general branching process</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/mikko-s-pakkanen/>Mikko S Pakkanen</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/t-berah/>T Berah</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/ta-mellan/>TA Mellan</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/pakkanen-2021-unifying/cite.bib>Cite</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/unwin-2020-dec/>State-level tracking of COVID-19 in the United States</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/sarah-l.-filippi/>Sarah L. Filippi</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/fabian-valka/>Fabian Valka</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/philip-milton/>Philip Milton</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nick-f.-brazeau/>Nick F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/oliver-d.-eales/>Oliver D. Eales</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/benjamin-jeffrey/>Benjamin Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/john-lees/>John Lees</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/lucy-okell/>Lucy Okell</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/patrick-walker/>Patrick Walker</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/steven-riley/>Steven Riley</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/unwin-2020-dec/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1038/s41467-020-19652-6 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/candido-2020-sep/>Evolution and epidemic spread of SARS-CoV-2 in Brazil</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/darlan-s.-candido/>Darlan S. Candido</a></span>, <span><a href=/author/ingra-m.-claro/>Ingra M. Claro</a></span>, <span><a href=/author/jaqueline-g.-de-jesus/>Jaqueline G. de Jesus</a></span>, <span><a href=/author/william-m.-souza/>William M. Souza</a></span>, <span><a href=/author/filipe-r.-r.-moreira/>Filipe R. R. Moreira</a></span>, <span><a href=/author/simon-dellicour/>Simon Dellicour</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/louis-du-plessis/>Louis du Plessis</a></span>, <span><a href=/author/rafael-h.-m.-pereira/>Rafael H. M. Pereira</a></span>, <span><a href=/author/flavia-c.-s.-sales/>Flavia C. S. Sales</a></span>, <span><a href=/author/erika-r.-manuli/>Erika R. Manuli</a></span>, <span><a href=/author/julien-th%C4%B1fmmode%5Cacutee%5Celsee%5Cfiz%C4%B1fmmode%5Cacutee%5Celsee%5Cfi/>Julien Thıfmmode\acutee\elseé\fizıfmmode\acutee\elseé\fi</a></span>, <span><a href=/author/luiz-almeida/>Luiz Almeida</a></span>, <span><a href=/author/mariane-t.-menezes/>Mariane T. Menezes</a></span>, <span><a href=/author/carolina-m.-voloch/>Carolina M. Voloch</a></span>, <span><a href=/author/marcilio-j.-fumagalli/>Marcilio J. Fumagalli</a></span>, <span><a href=/author/tha%C4%B1fmmode%5Cacute%C4%B1math%5Celsei%5Cfis-m.-coletti/>Thaıfmmode\acuteımath\elseí\fis M. Coletti</a></span>, <span><a href=/author/camila-a.-m.-da-silva/>Camila A. M. da Silva</a></span>, <span><a href=/author/mariana-s.-ramundo/>Mariana S. Ramundo</a></span>, <span><a href=/author/mariene-r.-amorim/>Mariene R. Amorim</a></span>, <span><a href=/author/henrique-h.-hoeltgebaum/>Henrique H. Hoeltgebaum</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/mandev-s.-gill/>Mandev S. Gill</a></span>, <span><a href=/author/luiz-m.-carvalho/>Luiz M. Carvalho</a></span>, <span><a href=/author/lewis-f.-buss/>Lewis F. Buss</a></span>, <span><a href=/author/jordan-ashworth/>Jordan Ashworth</a></span>, <span><a href=/author/helder-i.-nakaya/>Helder I. Nakaya</a></span>, <span><a href=/author/pedro-s.-peixoto/>Pedro S. Peixoto</a></span>, <span><a href=/author/oliver-j.-brady/>Oliver J. Brady</a></span>, <span><a href=/author/samuel-m.-nicholls/>Samuel M. Nicholls</a></span>, <span><a href=/author/amilcar-tanuri/>Amilcar Tanuri</a></span>, <span><a href=/author/%C4%B1fmmode%5Cacutea%5Celsea%5Cfitila-d.-rossi/>ıfmmode\acuteA\elseÁ\fitila D. Rossi</a></span>, <span><a href=/author/carlos-k.-v.-braga/>Carlos K. V. Braga</a></span>, <span><a href=/author/alexandra-l.-gerber/>Alexandra L. Gerber</a></span>, <span><a href=/author/ana-paula-de-c.-guimar%C4%B1fmmode%5Ctildea%5Celsea%5Cfies/>Ana Paula de C. Guimarıfmmode\tildea\elseã\fies</a></span>, <span><a href=/author/cecila-salete-alencar/>Cecila Salete Alencar</a></span>, <span><a href=/author/alessandro-c.-s.-ferreira/>Alessandro C. S. Ferreira</a></span>, <span><a href=/author/cristiano-x.-lima/>Cristiano X. Lima</a></span>, <span><a href=/author/jos%C4%B1fmmode%5Cacutee%5Celsee%5Cfi-eduardo-levi/>Josıfmmode\acutee\elseé\fi Eduardo Levi</a></span>, <span><a href=/author/celso-granato/>Celso Granato</a></span>, <span><a href=/author/giulia-m.-ferreira/>Giulia M. Ferreira</a></span>, <span><a href=/author/fabiana-granja/>Fabiana Granja</a></span>, <span><a href=/author/marcia-t.-garcia/>Marcia T. Garcia</a></span>, <span><a href=/author/maria-luiza-moretti/>Maria Luiza Moretti</a></span>, <span><a href=/author/terezinha-m.-p.-p.-casti%C4%B1fmmode%5Ctilden%5Celsen%5Cfieiras/>Terezinha M. P. P. Castiıfmmode\tilden\elseñ\fieiras</a></span>, <span><a href=/author/carolina-s.-lazari/>Carolina S. Lazari</a></span>, <span><a href=/author/sarah-c.-hill/>Sarah C. Hill</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/camila-l.-simeoni/>Camila L. Simeoni</a></span>, <span><a href=/author/julia-forato/>Julia Forato</a></span>, <span><a href=/author/andrei-c.-sposito/>Andrei C. Sposito</a></span>, <span><a href=/author/angelica-z.-schreiber/>Angelica Z. Schreiber</a></span>, <span><a href=/author/magnun-n.-n.-santos/>Magnun N. N. Santos</a></span>, <span><a href=/author/camila-zolini-de-s%C4%B1fmmode%5Cacutea%5Celsea%5Cfi/>Camila Zolini de Sıfmmode\acutea\elseá\fi</a></span>, <span><a href=/author/renan-p.-souza/>Renan P. Souza</a></span>, <span><a href=/author/luciana-c.-resende-moreira/>Luciana C. Resende-Moreira</a></span>, <span><a href=/author/mauro-m.-teixeira/>Mauro M. Teixeira</a></span>, <span><a href=/author/josy-hubner/>Josy Hubner</a></span>, <span><a href=/author/patricia-a.-f.-leme/>Patricia A. F. Leme</a></span>, <span><a href=/author/rennan-g.-moreira/>Rennan G. Moreira</a></span>, <span><a href=/author/maur%C4%B1fmmode%5Cacute%C4%B1math%5Celsei%5Cficio-l.-nogueira/>Maurıfmmode\acuteımath\elseí\ficio L. Nogueira</a></span>, <span><a href=/author/diagnosis-brazil-uk-centre-for-arbovirus-discovery/>Diagnosis Brazil-Uk Centre for Arbovirus Discovery</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/silvia-f.-costa/>Silvia F. Costa</a></span>, <span><a href=/author/jos%C4%B1fmmode%5Cacutee%5Celsee%5Cfi-luiz-proenca-modena/>Josıfmmode\acutee\elseé\fi Luiz Proenca-Modena</a></span>, <span><a href=/author/ana-tereza-r.-vasconcelos/>Ana Tereza R. Vasconcelos</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/philippe-lemey/>Philippe Lemey</a></span>, <span><a href=/author/chieh-hsi-wu/>Chieh-Hsi Wu</a></span>, <span><a href=/author/andrew-rambaut/>Andrew Rambaut</a></span>, <span><a href=/author/nick-j.-loman/>Nick J. Loman</a></span>, <span><a href=/author/renato-s.-aguiar/>Renato S. Aguiar</a></span>, <span><a href=/author/oliver-g.-pybus/>Oliver G. Pybus</a></span>, <span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span>, <span><a href=/author/nuno-rodrigues-faria/>Nuno Rodrigues Faria</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/candido-2020-sep/cite.bib>Cite
-</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1126/science.abd2161 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/hogan-2020-sep/>Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/alexandra-b.-hogan/>Alexandra B. Hogan</a></span>, <span><a href=/author/britta-l.-jewell/>Britta L. Jewell</a></span>, <span><a href=/author/ellie-sherrard-smith/>Ellie Sherrard-Smith</a></span>, <span><a href=/author/juan-f.-vesga/>Juan F. Vesga</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/jennifer-a.-smith/>Jennifer A. Smith</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/john-a.-lees/>John A. Lees</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nicholas-f.-brazeau/>Nicholas F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-a.-djaafara/>Bimandra A. Djaafara</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/jeff-w.-eaton/>Jeff W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/han-fu/>Han Fu</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/david-j.-haw/>David J. Haw</a></span>, <span><a href=/author/sarah-hayes/>Sarah Hayes</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/natsuko-imai/>Natsuko Imai</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/tara-d.-mangal/>Tara D. Mangal</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/h.-juliette-t.-unwin/>H. Juliette T. Unwin</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/thomas-s.-churcher/>Thomas S. Churcher</a></span>, <span><a href=/author/nimalan-arinaminpathy/>Nimalan Arinaminpathy</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/patrick-g.-t.-walker/>Patrick G. T. Walker</a></span>, <span><a href=/author/timothy-b.-hallett/>Timothy B. Hallett</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/hogan-2020-sep/cite.bib>Cite
+</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1126/science.abd2161 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/hogan-2020-sep/>Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/alexandra-b.-hogan/>Alexandra B. Hogan</a></span>, <span><a href=/author/britta-l.-jewell/>Britta L. Jewell</a></span>, <span><a href=/author/ellie-sherrard-smith/>Ellie Sherrard-Smith</a></span>, <span><a href=/author/juan-f.-vesga/>Juan F. Vesga</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/jennifer-a.-smith/>Jennifer A. Smith</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/john-a.-lees/>John A. Lees</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nicholas-f.-brazeau/>Nicholas F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-a.-djaafara/>Bimandra A. Djaafara</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/jeff-w.-eaton/>Jeff W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/han-fu/>Han Fu</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/david-j.-haw/>David J. Haw</a></span>, <span><a href=/author/sarah-hayes/>Sarah Hayes</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/natsuko-imai/>Natsuko Imai</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/tara-d.-mangal/>Tara D. Mangal</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/h.-juliette-t.-unwin/>H. Juliette T. Unwin</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/thomas-s.-churcher/>Thomas S. Churcher</a></span>, <span><a href=/author/nimalan-arinaminpathy/>Nimalan Arinaminpathy</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/patrick-g.-t.-walker/>Patrick G. T. Walker</a></span>, <span><a href=/author/timothy-b.-hallett/>Timothy B. Hallett</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/hogan-2020-sep/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1016/S2214-109X%2820%2930288-6 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><nav class=mt-1><ul class="pagination justify-content-center"><li class=page-item><a class=page-link href=/publication-type/2/page/2/>&#171;</a></li><li class=page-item><a class=page-link href=/publication-type/2/page/4/>&#187;</a></li></ul></nav></div></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-nc fa-2x" aria-hidden=true></i>
diff --git a/publication-type/2/page/4/index.html b/publication-type/2/page/4/index.html
index 4c1a70607..b742f6efd 100644
--- a/publication-type/2/page/4/index.html
+++ b/publication-type/2/page/4/index.html
@@ -3,7 +3,7 @@
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1038/s41591-020-1025-y target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/de-souza-2020-aug/>Epidemiological and clinical characteristics of the COVID-19 epidemic in Brazil</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/william-marciel-de-souza/>William Marciel de Souza</a></span>, <span><a href=/author/lewis-fletcher-buss/>Lewis Fletcher Buss</a></span>, <span><a href=/author/darlan-da-silva-candido/>Darlan da Silva Candido</a></span>, <span><a href=/author/jean-paul-carrera/>Jean-Paul Carrera</a></span>, <span><a href=/author/sabrina-li/>Sabrina Li</a></span>, <span><a href=/author/alexander-e.-zarebski/>Alexander E. Zarebski</a></span>, <span><a href=/author/rafael-henrique-moraes-pereira/>Rafael Henrique Moraes Pereira</a></span>, <span><a href=/author/carlos-a.-prete/>Carlos A. Prete</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/maria-carolina-t.-d.-belotti/>Maria Carolina T. D. Belotti</a></span>, <span><a href=/author/maria-f.-vincenti-gonzalez/>Maria F. Vincenti-Gonzalez</a></span>, <span><a href=/author/janey-messina/>Janey Messina</a></span>, <span><a href=/author/flavia-cristina-da-silva-sales/>Flavia Cristina da Silva Sales</a></span>, <span><a href=/author/pamela-dos-santos-andrade/>Pamela dos Santos Andrade</a></span>, <span><a href=/author/v%C4%B1fmmode%5Cacute%C4%B1math%5Celsei%5Cfitor-heloiz-nascimento/>Vıfmmode\acuteımath\elseí\fitor Heloiz Nascimento</a></span>, <span><a href=/author/fabio-ghilardi/>Fabio Ghilardi</a></span>, <span><a href=/author/leandro-abade/>Leandro Abade</a></span>, <span><a href=/author/bernardo-gutierrez/>Bernardo Gutierrez</a></span>, <span><a href=/author/moritz-u.-g.-kraemer/>Moritz U. G. Kraemer</a></span>, <span><a href=/author/carlos-k.-v.-braga/>Carlos K. V. Braga</a></span>, <span><a href=/author/renato-santana-aguiar/>Renato Santana Aguiar</a></span>, <span><a href=/author/neal-alexander/>Neal Alexander</a></span>, <span><a href=/author/philippe-mayaud/>Philippe Mayaud</a></span>, <span><a href=/author/oliver-j.-brady/>Oliver J. Brady</a></span>, <span><a href=/author/izabel-marcilio/>Izabel Marcilio</a></span>, <span><a href=/author/nelson-gouveia/>Nelson Gouveia</a></span>, <span><a href=/author/guangdi-li/>Guangdi Li</a></span>, <span><a href=/author/adriana-tami/>Adriana Tami</a></span>, <span><a href=/author/silvano-barbosa-de-oliveira/>Silvano Barbosa de Oliveira</a></span>, <span><a href=/author/victor-bertollo-gomes-porto/>Victor Bertollo Gomes Porto</a></span>, <span><a href=/author/fabiana-ganem/>Fabiana Ganem</a></span>, <span><a href=/author/walquiria-aparecida-ferreira-de-almeida/>Walquiria Aparecida Ferreira de Almeida</a></span>, <span><a href=/author/francieli-fontana-sutile-tardetti-fantinato/>Francieli Fontana Sutile Tardetti Fantinato</a></span>, <span><a href=/author/eduardo-marques-mac%C4%B1fmmode%5Cacutea%5Celsea%5Cfirio/>Eduardo Marques Macıfmmode\acutea\elseá\firio</a></span>, <span><a href=/author/wanderson-kleber-de-oliveira/>Wanderson Kleber de Oliveira</a></span>, <span><a href=/author/mauricio-l.-nogueira/>Mauricio L. Nogueira</a></span>, <span><a href=/author/oliver-g.-pybus/>Oliver G. Pybus</a></span>, <span><a href=/author/chieh-hsi-wu/>Chieh-Hsi Wu</a></span>, <span><a href=/author/julio-croda/>Julio Croda</a></span>, <span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span>, <span><a href=/author/nuno-faria/>Nuno Faria</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/de-souza-2020-aug/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1038/s41562-020-0928-4 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/walker-2020-jul/>The impact of COVID-19 and strategies for mitigation and suppression in low- and middle-income countries</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/patrick-g.-t.-walker/>Patrick G. T. Walker</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/bimandra-a.-djafaara/>Bimandra A. Djafaara</a></span>, <span><a href=/author/zulma-cucunub%C4%B1fmmode%5Cacutea%5Celsea%5Cfi/>Zulma Cucunubıfmmode\acutea\elseá\fi</a></span>, <span><a href=/author/daniela-olivera-mesa/>Daniela Olivera Mesa</a></span>, <span><a href=/author/will-green/>Will Green</a></span>, <span><a href=/author/hayley-thompson/>Hayley Thompson</a></span>, <span><a href=/author/shevanthi-nayagam/>Shevanthi Nayagam</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/sangeeta-bhatia/>Sangeeta Bhatia</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/olivia-boyd/>Olivia Boyd</a></span>, <span><a href=/author/nicholas-f.-brazeau/>Nicholas F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/rich-fitzjohn/>Rich FitzJohn</a></span>, <span><a href=/author/han-fu/>Han Fu</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/lily-geidelberg/>Lily Geidelberg</a></span>, <span><a href=/author/nicholas-grassly/>Nicholas Grassly</a></span>, <span><a href=/author/david-haw/>David Haw</a></span>, <span><a href=/author/sarah-hayes/>Sarah Hayes</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/natsuko-imai/>Natsuko Imai</a></span>, <span><a href=/author/david-jorgensen/>David Jorgensen</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-laydon/>Daniel Laydon</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/h.-juliette-unwin/>H. Juliette Unwin</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/michaela-vollmer/>Michaela Vollmer</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/david-g.-lalloo/>David G. Lalloo</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/walker-2020-jul/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1126/science.abc0035 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/verity-2020-jun/>Estimates of the severity of coronavirus disease 2019: a model-based analysis</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/natsuko-imai/>Natsuko Imai</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/hayley-thompson/>Hayley Thompson</a></span>, <span><a href=/author/patrick-g.-t.-walker/>Patrick G. T. Walker</a></span>, <span><a href=/author/han-fu/>Han Fu</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/jamie-t.-griffin/>Jamie T. Griffin</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/sangeeta-bhatia/>Sangeeta Bhatia</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/anne-cori/>Anne Cori</a></span>, <span><a href=/author/zulma-cucunub%C4%B1fmmode%5Cacutea%5Celsea%5Cfi/>Zulma Cucunubıfmmode\acutea\elseá\fi</a></span>, <span><a href=/author/rich-fitzjohn/>Rich FitzJohn</a></span>, <span><a href=/author/katy-gaythorpe/>Katy Gaythorpe</a></span>, <span><a href=/author/will-green/>Will Green</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/daniel-laydon/>Daniel Laydon</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/steven-riley/>Steven Riley</a></span>, <span><a href=/author/sabine-van-elsland/>Sabine van Elsland</a></span>, <span><a href=/author/erik-volz/>Erik Volz</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/verity-2020-jun/cite.bib>Cite
-</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1016/S1473-3099%2820%2930243-7 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/flaxman-2020/>Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe</a></div><a href=/publication/flaxman-2020/ class=summary-link><div class=article-style>Following the emergence of a novel coronavirus1 (SARS-CoV-2) and its spread outside of China, Europe has experienced large epidemics. …</div></a><div class="stream-meta article-metadata"><div><span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/tresnia-berah/>Tresnia Berah</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/pablo-n.-perez-guzman/>Pablo N. Perez-Guzman</a></span>, <span><a href=/author/nora-schmit/>Nora Schmit</a></span>, <span><a href=/author/lucia-cilloni/>Lucia Cilloni</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/olivia-boyd/>Olivia Boyd</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-djaafara/>Bimandra Djaafara</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/lily-geidelberg/>Lily Geidelberg</a></span>, <span><a href=/author/nicholas-c.-grassly/>Nicholas C. Grassly</a></span>, <span><a href=/author/william-d.-green/>William D. Green</a></span>, <span><a href=/author/timothy-hallett/>Timothy Hallett</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/ben-jeffrey/>Ben Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/erik-volz/>Erik Volz</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/patrick-gt-walker/>Patrick GT Walker</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/steven-m.-riley/>Steven M. Riley</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/imperial-college-covid-19-response-team/>Imperial College COVID-19 Response Team</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/flaxman-2020/cite.bib>Cite
+</a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1016/S1473-3099%2820%2930243-7 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/flaxman-2020/>Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe</a></div><a href=/publication/flaxman-2020/ class=summary-link><div class=article-style>Following the emergence of a novel coronavirus1 (SARS-CoV-2) and its spread outside of China, Europe has experienced large epidemics. …</div></a><div class="stream-meta article-metadata"><div><span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/tresnia-berah/>Tresnia Berah</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/pablo-n.-perez-guzman/>Pablo N. Perez-Guzman</a></span>, <span><a href=/author/nora-schmit/>Nora Schmit</a></span>, <span><a href=/author/lucia-cilloni/>Lucia Cilloni</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/olivia-boyd/>Olivia Boyd</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-djaafara/>Bimandra Djaafara</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/lily-geidelberg/>Lily Geidelberg</a></span>, <span><a href=/author/nicholas-c.-grassly/>Nicholas C. Grassly</a></span>, <span><a href=/author/william-d.-green/>William D. Green</a></span>, <span><a href=/author/timothy-hallett/>Timothy Hallett</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/ben-jeffrey/>Ben Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/erik-volz/>Erik Volz</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/patrick-gt-walker/>Patrick GT Walker</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/steven-m.-riley/>Steven M. Riley</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/imperial-college-covid-19-response-team/>Imperial College COVID-19 Response Team</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/flaxman-2020/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1038/s41586-020-2405-7 target=_blank rel=noopener>DOI
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1038/s41586-020-2405-7 target=_blank rel=noopener>URL</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/todeschini-2020-apr/>Exchangeable random measures for sparse and modular graphs with overlapping communities</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/adrien-todeschini/>Adrien Todeschini</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/francois-caron/>Francois Caron</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/todeschini-2020-apr/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1111/rssb.12363 target=_blank rel=noopener>DOI</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/ratmann-2020-mar/>Quantifying HIV transmission flow between high-prevalence hotspots and surrounding communities: a population-based study in Rakai, Uganda</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/joseph-kagaayi/>Joseph Kagaayi</a></span>, <span><a href=/author/matthew-hall/>Matthew Hall</a></span>, <span><a href=/author/tanya-golubchick/>Tanya Golubchick</a></span>, <span><a href=/author/godfrey-kigozi/>Godfrey Kigozi</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/chris-wymant/>Chris Wymant</a></span>, <span><a href=/author/gertrude-nakigozi/>Gertrude Nakigozi</a></span>, <span><a href=/author/lucie-abeler-d%C4%B1fmmode%5Cddoto%5Celseo%5Cfirner/>Lucie Abeler-Dıfmmode\ddoto\elseö\firner</a></span>, <span><a href=/author/david-bonsall/>David Bonsall</a></span>, <span><a href=/author/astrid-gall/>Astrid Gall</a></span>, <span><a href=/author/anne-hoppe/>Anne Hoppe</a></span>, <span><a href=/author/paul-kellam/>Paul Kellam</a></span>, <span><a href=/author/jeremiah-bazaale/>Jeremiah Bazaale</a></span>, <span><a href=/author/sarah-kalibbala/>Sarah Kalibbala</a></span>, <span><a href=/author/oliver-laeyendecker/>Oliver Laeyendecker</a></span>, <span><a href=/author/justin-lessler/>Justin Lessler</a></span>, <span><a href=/author/fred-nalugoda/>Fred Nalugoda</a></span>, <span><a href=/author/larry-w.-chang/>Larry W. Chang</a></span>, <span><a href=/author/tulio-de-oliveira/>Tulio de Oliveira</a></span>, <span><a href=/author/deenan-pillay/>Deenan Pillay</a></span>, <span><a href=/author/thomas-c.-quinn/>Thomas C. Quinn</a></span>, <span><a href=/author/steven-j.-reynolds/>Steven J. Reynolds</a></span>, <span><a href=/author/simon-e.-f.-spencer/>Simon E. F. Spencer</a></span>, <span><a href=/author/robert-ssekubugu/>Robert Ssekubugu</a></span>, <span><a href=/author/david-serwadda/>David Serwadda</a></span>, <span><a href=/author/maria-j.-wawer/>Maria J. Wawer</a></span>, <span><a href=/author/ronald-h.-gray/>Ronald H. Gray</a></span>, <span><a href=/author/christophe-fraser/>Christophe Fraser</a></span>, <span><a href=/author/m.-kate-grabowski/>M. Kate Grabowski</a></span>, <span><a href=/author/helen-ayles/>Helen Ayles</a></span>, <span><a href=/author/rory-bowden/>Rory Bowden</a></span>, <span><a href=/author/vincent-calvez/>Vincent Calvez</a></span>, <span><a href=/author/myron-cohen/>Myron Cohen</a></span>, <span><a href=/author/anne-dennis/>Anne Dennis</a></span>, <span><a href=/author/max-essex/>Max Essex</a></span>, <span><a href=/author/sarah-fidler/>Sarah Fidler</a></span>, <span><a href=/author/dan-frampton/>Dan Frampton</a></span>, <span><a href=/author/richard-hayes/>Richard Hayes</a></span>, <span><a href=/author/josh-herbeck/>Josh Herbeck</a></span>, <span><a href=/author/pontiano-kaleebu/>Pontiano Kaleebu</a></span>, <span><a href=/author/cissy-kityo/>Cissy Kityo</a></span>, <span><a href=/author/jairam-lingappa/>Jairam Lingappa</a></span>, <span><a href=/author/vladimir-novitsky/>Vladimir Novitsky</a></span>, <span><a href=/author/nick-paton/>Nick Paton</a></span>, <span><a href=/author/andrew-rambaut/>Andrew Rambaut</a></span>, <span><a href=/author/janet-seeley/>Janet Seeley</a></span>, <span><a href=/author/deogratius-ssemwanga/>Deogratius Ssemwanga</a></span>, <span><a href=/author/frank-tanser/>Frank Tanser</a></span>, <span><a href=/author/tom-lutalo/>Tom Lutalo</a></span>, <span><a href=/author/ronald-galiwango/>Ronald Galiwango</a></span>, <span><a href=/author/fred-makumbi/>Fred Makumbi</a></span>, <span><a href=/author/nelson-k.-sewankambo/>Nelson K. Sewankambo</a></span>, <span><a href=/author/dorean-nabukalu/>Dorean Nabukalu</a></span>, <span><a href=/author/anthony-ndyanabo/>Anthony Ndyanabo</a></span>, <span><a href=/author/joseph-ssekasanvu/>Joseph Ssekasanvu</a></span>, <span><a href=/author/hadijja-nakawooya/>Hadijja Nakawooya</a></span>, <span><a href=/author/jessica-nakukumba/>Jessica Nakukumba</a></span>, <span><a href=/author/grace-n.-kigozi/>Grace N. Kigozi</a></span>, <span><a href=/author/betty-s.-nantume/>Betty S. Nantume</a></span>, <span><a href=/author/nampijja-resty/>Nampijja Resty</a></span>, <span><a href=/author/jedidah-kambasu/>Jedidah Kambasu</a></span>, <span><a href=/author/margaret-nalugemwa/>Margaret Nalugemwa</a></span>, <span><a href=/author/regina-nakabuye/>Regina Nakabuye</a></span>, <span><a href=/author/lawrence-ssebanobe/>Lawrence Ssebanobe</a></span>, <span><a href=/author/justine-nankinga/>Justine Nankinga</a></span>, <span><a href=/author/adrian-kayiira/>Adrian Kayiira</a></span>, <span><a href=/author/gorreth-nanfuka/>Gorreth Nanfuka</a></span>, <span><a href=/author/ruth-ahimbisibwe/>Ruth Ahimbisibwe</a></span>, <span><a href=/author/stephen-tomusange/>Stephen Tomusange</a></span>, <span><a href=/author/ronald-m.-galiwango/>Ronald M. Galiwango</a></span>, <span><a href=/author/margaret-nakalanzi/>Margaret Nakalanzi</a></span>, <span><a href=/author/joseph-o.-otobi/>Joseph O. Otobi</a></span>, <span><a href=/author/denis-ankunda/>Denis Ankunda</a></span>, <span><a href=/author/joseph-l.-ssembatya/>Joseph L. Ssembatya</a></span>, <span><a href=/author/john-b.-ssemanda/>John B. Ssemanda</a></span>, <span><a href=/author/emmanuel-kato/>Emmanuel Kato</a></span>, <span><a href=/author/robert-kairania/>Robert Kairania</a></span>, <span><a href=/author/alice-kisakye/>Alice Kisakye</a></span>, <span><a href=/author/james-batte/>James Batte</a></span>, <span><a href=/author/james-ludigo/>James Ludigo</a></span>, <span><a href=/author/abisagi-nampijja/>Abisagi Nampijja</a></span>, <span><a href=/author/steven-watya/>Steven Watya</a></span>, <span><a href=/author/kighoma-nehemia/>Kighoma Nehemia</a></span>, <span><a href=/author/elax-sr.-anyokotmargaret/>e̊lax Sr. AnyokotMargaret</a></span>, <span><a href=/author/joshua-mwinike/>Joshua Mwinike</a></span>, <span><a href=/author/george-kibumba/>George Kibumba</a></span>, <span><a href=/author/paschal-ssebowa/>Paschal Ssebowa</a></span>, <span><a href=/author/george-mondo/>George Mondo</a></span>, <span><a href=/author/francis-wasswa/>Francis Wasswa</a></span>, <span><a href=/author/agnes-nantongo/>Agnes Nantongo</a></span>, <span><a href=/author/rebecca-kakembo/>Rebecca Kakembo</a></span>, <span><a href=/author/josephine-galiwango/>Josephine Galiwango</a></span>, <span><a href=/author/geoffrey-ssemango/>Geoffrey Ssemango</a></span>, <span><a href=/author/andrew-d.-redd/>Andrew D. Redd</a></span>, <span><a href=/author/john-santelli/>John Santelli</a></span>, <span><a href=/author/caitlin-e.-kennedy/>Caitlin E. Kennedy</a></span>, <span><a href=/author/jennifer-wagman/>Jennifer Wagman</a></span>, <span><a href=/author/aaron-tobian/>Aaron Tobian</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/ratmann-2020-mar/cite.bib>Cite
diff --git a/publication-type/6/index.html b/publication-type/6/index.html
index 8e85f6ef3..f8fedd6ba 100644
--- a/publication-type/6/index.html
+++ b/publication-type/6/index.html
@@ -1,5 +1,5 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content="Machine Learning & Global Health Network spanning across institutes in London, Oxford, Bristol, Copenhagen, Kaiserslautern, and Singapore, founded in 2022."><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/publication-type/6/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=alternate href=/publication-type/6/index.xml type=application/rss+xml title=MLGH><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/publication-type/6/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/publication-type/6/"><meta property="og:title" content="6 | MLGH"><meta property="og:description" content="Machine Learning & Global Health Network spanning across institutes in London, Oxford, Bristol, Copenhagen, Kaiserslautern, and Singapore, founded in 2022."><meta property="og:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="twitter:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="og:locale" content="en-us"><meta property="og:updated_time" content="2021-12-01T00:00:00+00:00"><title>6 | MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
-<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class="universal-wrapper pt-3"><h1>6</h1></div><div class=universal-wrapper><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/hawryluk-2021-dec/>Gaussian process nowcasting: application to COVID-19 mortality reporting</a></div><div class="stream-meta article-metadata"><div><span class=author-highlighted><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/henrique-hoeltgebaum/>Henrique Hoeltgebaum</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/michaela-vollmer/>Michaela Vollmer</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/hawryluk-2021-dec/cite.bib>Cite
+<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class="universal-wrapper pt-3"><h1>6</h1></div><div class=universal-wrapper><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/hawryluk-2021-dec/>Gaussian process nowcasting: application to COVID-19 mortality reporting</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/henrique-hoeltgebaum/>Henrique Hoeltgebaum</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/michaela-vollmer/>Michaela Vollmer</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/hawryluk-2021-dec/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://proceedings.mlr.press/v161/hawryluk21a.html target=_blank rel=noopener>URL</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/miscouridou-2018-nov/>Deep Survival Analysis: Nonparametrics and Missingness</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/adler-perotte/>Adler Perotte</a></span>, <span><a href=/author/noemie-elhadad/>Noemie Elhadad</a></span>, <span><a href=/author/rajesh-ranganath/>Rajesh Ranganath</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/miscouridou-2018-nov/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://proceedings.mlr.press/v85/miscouridou18a.html target=_blank rel=noopener>URL</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/law-2018-mar/>Bayesian Approaches to Distribution Regression</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/ho-chung-leon-law/>Ho Chung Leon Law</a></span>, <span><a href=/author/danica-j.-sutherland/>Danica J. Sutherland</a></span>, <span><a href=/author/dino-sejdinovic/>Dino Sejdinovic</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/law-2018-mar/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=http://proceedings.mlr.press/v84/law18a.html target=_blank rel=noopener>URL</a></div></div><div class=ml-3></div></div><div class="media stream-item view-compact"><div class=media-body><div class="section-subheading article-title mb-0 mt-0"><a href=/publication/flaxman-2017-apr/>Poisson intensity estimation with reproducing kernels</a></div><div class="stream-meta article-metadata"><div><span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/yee-whye-teh/>Yee Whye Teh</a></span>, <span><a href=/author/dino-sejdinovic/>Dino Sejdinovic</a></span></div></div><div class=btn-links><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/flaxman-2017-apr/cite.bib>Cite
diff --git a/publication/brizzi-2022-may/index.html b/publication/brizzi-2022-may/index.html
index f0e10fbe3..1367f1dfa 100644
--- a/publication/brizzi-2022-may/index.html
+++ b/publication/brizzi-2022-may/index.html
@@ -1,5 +1,5 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/publication/brizzi-2022-may/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/publication/brizzi-2022-may/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/publication/brizzi-2022-may/"><meta property="og:title" content="Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals | MLGH"><meta property="og:description" content><meta property="og:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="twitter:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="og:locale" content="en-us"><meta property="article:published_time" content="2022-10-20T12:29:16+00:00"><meta property="article:modified_time" content="2022-06-21T16:44:52+02:00"><script type=application/ld+json>{"@context":"https://schema.org","@type":"Article","mainEntityOfPage":{"@type":"WebPage","@id":"https://mlglobalhealth.github.io/publication/brizzi-2022-may/"},"headline":"Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals","datePublished":"2022-10-20T12:29:16Z","dateModified":"2022-06-21T16:44:52+02:00","author":{"@type":"Person","name":"Andrea Brizzi"},"publisher":{"@type":"Organization","name":"Machine Learning \u0026 Global Health Network","logo":{"@type":"ImageObject","url":"https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_192x192_fill_lanczos_center_3.png"}},"description":""}</script><title>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals | MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper data-wc-page-id=8fbc6a9dab990a5faf68c4e7ff35aafa><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
-<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals</h1><div class=article-metadata><div><span><a href=/author/andrea-brizzi/>Andrea Brizzi</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/luciana-m.-s.-servo/>Luciana M. S. Servo</a></span>, <span class=author-highlighted><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/carlos-a.-prete/>Carlos A. Prete</a></span>, <span><a href=/author/william-m.-de-souza/>William M. de Souza</a></span>, <span><a href=/author/renato-s.-aguiar/>Renato S. Aguiar</a></span>, <span><a href=/author/leonardo-j.-t.-araujo/>Leonardo J. T. Araujo</a></span>, <span><a href=/author/leonardo-s.-bastos/>Leonardo S. Bastos</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/lewis-f.-buss/>Lewis F. Buss</a></span>, <span><a href=/author/darlan-candido/>Darlan Candido</a></span>, <span><a href=/author/marcia-c.-castro/>Marcia C. Castro</a></span>, <span><a href=/author/silvia-f.-costa/>Silvia F. Costa</a></span>, <span><a href=/author/julio-croda/>Julio Croda</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/christopher-dye/>Christopher Dye</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/paula-l.-c.-fonseca/>Paula L. C. Fonseca</a></span>, <span><a href=/author/victor-e.-v.-geddes/>Victor E. V. Geddes</a></span>, <span><a href=/author/bernardo-gutierrez/>Bernardo Gutierrez</a></span>, <span><a href=/author/philippe-lemey/>Philippe Lemey</a></span>, <span><a href=/author/anna-s.-levin/>Anna S. Levin</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/diego-m.-bonfim/>Diego M. Bonfim</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/filipe-r.-r.-moreira/>Filipe R. R. Moreira</a></span>, <span><a href=/author/bruce-nelson/>Bruce Nelson</a></span>, <span><a href=/author/rafael-h.-m.-pereira/>Rafael H. M. Pereira</a></span>, <span><a href=/author/otavio-ranzani/>Otavio Ranzani</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/raphael-sonnabend/>Raphael Sonnabend</a></span>, <span><a href=/author/renan-p.-souza/>Renan P. Souza</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span>, <span><a href=/author/nuno-r.-faria/>Nuno R. Faria</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span></div><span class=article-date>May 2022</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/brizzi-2022-may/cite.bib>Cite
+<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals</h1><div class=article-metadata><div><span><a href=/author/andrea-brizzi/>Andrea Brizzi</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/luciana-m.-s.-servo/>Luciana M. S. Servo</a></span>, <span><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/carlos-a.-prete/>Carlos A. Prete</a></span>, <span><a href=/author/william-m.-de-souza/>William M. de Souza</a></span>, <span><a href=/author/renato-s.-aguiar/>Renato S. Aguiar</a></span>, <span><a href=/author/leonardo-j.-t.-araujo/>Leonardo J. T. Araujo</a></span>, <span><a href=/author/leonardo-s.-bastos/>Leonardo S. Bastos</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/lewis-f.-buss/>Lewis F. Buss</a></span>, <span><a href=/author/darlan-candido/>Darlan Candido</a></span>, <span><a href=/author/marcia-c.-castro/>Marcia C. Castro</a></span>, <span><a href=/author/silvia-f.-costa/>Silvia F. Costa</a></span>, <span><a href=/author/julio-croda/>Julio Croda</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/christopher-dye/>Christopher Dye</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/paula-l.-c.-fonseca/>Paula L. C. Fonseca</a></span>, <span><a href=/author/victor-e.-v.-geddes/>Victor E. V. Geddes</a></span>, <span><a href=/author/bernardo-gutierrez/>Bernardo Gutierrez</a></span>, <span><a href=/author/philippe-lemey/>Philippe Lemey</a></span>, <span><a href=/author/anna-s.-levin/>Anna S. Levin</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/diego-m.-bonfim/>Diego M. Bonfim</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/filipe-r.-r.-moreira/>Filipe R. R. Moreira</a></span>, <span><a href=/author/bruce-nelson/>Bruce Nelson</a></span>, <span><a href=/author/rafael-h.-m.-pereira/>Rafael H. M. Pereira</a></span>, <span><a href=/author/otavio-ranzani/>Otavio Ranzani</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/raphael-sonnabend/>Raphael Sonnabend</a></span>, <span><a href=/author/renan-p.-souza/>Renan P. Souza</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span>, <span><a href=/author/nuno-r.-faria/>Nuno R. Faria</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span></div><span class=article-date>May 2022</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/brizzi-2022-may/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header" href=https://doi.org/10.1038/s41591-022-01807-1 target=_blank rel=noopener>DOI</a></div></div><div class=article-container><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Type</div><div class="col-12 col-md-9"><a href=/publication/#2>Journal article</a></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Publication</div><div class="col-12 col-md-9"><em>Nat. Med.</em></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=space-below></div><div class=article-style></div><div class=share-box><ul class=share><li><a href="https://twitter.com/intent/tweet?url=https://mlglobalhealth.github.io/publication/brizzi-2022-may/&amp;text=Spatial%20and%20temporal%20fluctuations%20in%20COVID-19%20fatality%20rates%20in%20Brazilian%20hospitals" target=_blank rel=noopener class=share-btn-twitter aria-label=twitter><i class="fab fa-twitter"></i></a></li><li><a href="https://www.facebook.com/sharer.php?u=https://mlglobalhealth.github.io/publication/brizzi-2022-may/&amp;t=Spatial%20and%20temporal%20fluctuations%20in%20COVID-19%20fatality%20rates%20in%20Brazilian%20hospitals" target=_blank rel=noopener class=share-btn-facebook aria-label=facebook><i class="fab fa-facebook"></i></a></li><li><a href="mailto:?subject=Spatial%20and%20temporal%20fluctuations%20in%20COVID-19%20fatality%20rates%20in%20Brazilian%20hospitals&amp;body=https://mlglobalhealth.github.io/publication/brizzi-2022-may/" target=_blank rel=noopener class=share-btn-email aria-label=envelope><i class="fas fa-envelope"></i></a></li><li><a href="https://www.linkedin.com/shareArticle?url=https://mlglobalhealth.github.io/publication/brizzi-2022-may/&amp;title=Spatial%20and%20temporal%20fluctuations%20in%20COVID-19%20fatality%20rates%20in%20Brazilian%20hospitals" target=_blank rel=noopener class=share-btn-linkedin aria-label=linkedin-in><i class="fab fa-linkedin-in"></i></a></li><li><a href="whatsapp://send?text=Spatial%20and%20temporal%20fluctuations%20in%20COVID-19%20fatality%20rates%20in%20Brazilian%20hospitals%20https://mlglobalhealth.github.io/publication/brizzi-2022-may/" target=_blank rel=noopener class=share-btn-whatsapp aria-label=whatsapp><i class="fab fa-whatsapp"></i></a></li><li><a href="https://service.weibo.com/share/share.php?url=https://mlglobalhealth.github.io/publication/brizzi-2022-may/&amp;title=Spatial%20and%20temporal%20fluctuations%20in%20COVID-19%20fatality%20rates%20in%20Brazilian%20hospitals" target=_blank rel=noopener class=share-btn-weibo aria-label=weibo><i class="fab fa-weibo"></i></a></li></ul></div><div class="media author-card content-widget-hr"><a href=/author/andrea-brizzi/><img class="avatar mr-3 avatar-circle" src=/author/andrea-brizzi/avatar_hu6f5eafc429aa9dcc01f63bfa9badd181_67673_270x270_fill_q75_lanczos_center.jpg alt="Andrea Brizzi"></a><div class=media-body><h5 class=card-title><a href=/author/andrea-brizzi/>Andrea Brizzi</a></h5><h6 class=card-subtitle>PhD student</h6><p class=card-text>I am interested in the application of Bayesian modelling and phylogenetics to understand and describe HIV transmission.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:ab1820@ic.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=JVCxEvUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/abriz97 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/charles-whittaker/><img class="avatar mr-3 avatar-circle" src=/author/charles-whittaker/avatar_hu8c67f584a2f4a31f20ecf92739b20f89_5644_270x270_fill_q75_lanczos_center.jpg alt="Charles Whittaker"></a><div class=media-body><h5 class=card-title><a href=/author/charles-whittaker/>Charles Whittaker</a></h5><h6 class=card-subtitle>Sir Henry Wellcome Postdoctoral Fellow</h6><p class=card-text>My work involves modelling infectious disease transmission dynamics.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:charles.whittaker16@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/charliewhittak target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=WGDceR8AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/cwhittaker1000 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/iwona-hawryluk/><img class="avatar mr-3 avatar-circle" src=/author/iwona-hawryluk/avatar_huf5db0be8fc5532d42767536e1ed02855_3735132_270x270_fill_q75_lanczos_center.jpg alt="Iwona Hawryluk"></a><div class=media-body><h5 class=card-title><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></h5><h6 class=card-subtitle>Postdoctoral Research Associate</h6><p class=card-text>I use machine learning methods to understand infectious diseases dynamics.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:i.hawryluk19@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/iwonahaw target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=brpJvU4AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ihawryluk target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/alexandra-blenkinsop/><img class="avatar mr-3 avatar-circle" src=/author/alexandra-blenkinsop/avatar_hu2229c332889ae35166d7bf44c7865ef5_694973_270x270_fill_q75_lanczos_center.jpg alt="Alexandra Blenkinsop"></a><div class=media-body><h5 class=card-title><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></h5><h6 class=card-subtitle>Postdoctoral Research Associate</h6><p class=card-text>My research involves using viral sequence data and patient data to characterise HIV transmission and guide public health interventions.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:a.blenkinsop@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/AlexBlenky target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=gZGsE7MAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/alexblenkinsop target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/seth-flaxman/><img class="avatar mr-3 avatar-circle" src=/author/seth-flaxman/avatar_hu4872f74b605dbd1fb60652f9171497a3_56151_270x270_fill_q75_lanczos_center.jpg alt="Seth Flaxman"></a><div class=media-body><h5 class=card-title><a href=/author/seth-flaxman/>Seth Flaxman</a></h5><h6 class=card-subtitle>Associate Professor</h6><p class=card-text>My research is on scalable methods and flexible models for spatiotemporal statistics and Bayesian machine learning, applied to public policy and social science.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:seth.flaxman@cs.ox.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/flaxter target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Wnxq0mgAAAAJ&amp;hl=en&amp;oi=ao" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/flaxter target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/xenia-miscouridou/><img class="avatar mr-3 avatar-circle" src=/author/xenia-miscouridou/avatar_huf7657711b69060020d572436a0ae9bc6_74113_270x270_fill_q75_lanczos_center.jpg alt="Xenia Miscouridou"></a><div class=media-body><h5 class=card-title><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></h5><h6 class=card-subtitle>Lecturer</h6><p class=card-text>I develop statistical machine learning methods to solve scientific questions with impact in real life.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:xeniamisc@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/xenia_mis target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=eUsxsWwAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/misxenia target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/swapnil-mishra/><img class="avatar mr-3 avatar-circle" src=/author/swapnil-mishra/avatar_hu53c8df9223bc15c139352553532a902f_615192_270x270_fill_q75_lanczos_center.jpg alt="Swapnil Mishra"></a><div class=media-body><h5 class=card-title><a href=/author/swapnil-mishra/>Swapnil Mishra</a></h5><h6 class=card-subtitle>Assistant Professor of Machine Learning and Public Health</h6><p class=card-text>I primarily work at intersection of public health, machine learning and Bayesian modelling.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:swapnilmishra.anu@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/creswapi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=RqbpaXcAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/s-mishra target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/elizaveta-semenova/><img class="avatar mr-3 avatar-circle" src=/author/elizaveta-semenova/avatar_hube3aaea8840cede963c22014fb1351b2_28235_270x270_fill_q75_lanczos_center.jpg alt="Elizaveta Semenova"></a><div class=media-body><h5 class=card-title><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></h5><h6 class=card-subtitle>Lecturer in Biostatistics, Computational Epidemiology and Machine Learning</h6><p class=card-text>I work at the intersection of Bayesian inference, spatial statistics and epidemiology.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:elizaveta.p.semenova@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/liza_p_semenova target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=jqGIgFEAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/elizavetasemenova target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/samir-bhatt/><img class="avatar mr-3 avatar-circle" src=/author/samir-bhatt/avatar_hu5f93c326143a24e8087fbc255373e0c3_10938_270x270_fill_q75_lanczos_center.jpg alt="Samir Bhatt"></a><div class=media-body><h5 class=card-title><a href=/author/samir-bhatt/>Samir Bhatt</a></h5><h6 class=card-subtitle>Professor of Machine Learning, Statistics and Public Health</h6><p class=card-text>I focus on mathematical, statistical and computer science tools to answer questions in human health and biology.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:bhattsamir@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/@ProfSamirBhatt target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tL0x_vUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/bhattsamir target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/oliver-ratmann/><img class="avatar mr-3 avatar-circle" src=/author/oliver-ratmann/avatar_hu9f2f8ff2dfe402ac970a6ef047e4bf6b_17851_270x270_fill_q75_lanczos_center.jpg alt="Oliver Ratmann"></a><div class=media-body><h5 class=card-title><a href=/author/oliver-ratmann/>Oliver Ratmann</a></h5><h6 class=card-subtitle>Reader in Statistics and Machine Learning for Public Good</h6><p class=card-text>I develop bespoke statistical methods for public good. My group and I are particularly interested in novel Bayesian methods that harness information in viral deep sequence data, mobile phone mobility data, and time-resolved patient data to characterise the spread of infectious diseases, and to guide public health interventions.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:oratmann@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com.sg/citations?user=6y_kt9QAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/olli0601/ target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div></div></div></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-nc fa-2x" aria-hidden=true></i>
diff --git a/publication/flaxman-2020/index.html b/publication/flaxman-2020/index.html
index bf5a22e25..60dd8f3d9 100644
--- a/publication/flaxman-2020/index.html
+++ b/publication/flaxman-2020/index.html
@@ -1,5 +1,5 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content="Following the emergence of a novel coronavirus1 (SARS-CoV-2) and its spread outside of China, Europe has experienced large epidemics. In response, many European countries have implemented unprecedented non-pharmaceutical interventions such as closure of schools and national lockdowns. We study the impact of major interventions across 11 European countries for the period from the start of COVID-19 until the 4th of May 2020 when lockdowns started to be lifted. Our model calculates backwards from observed deaths to estimate transmission that occurred several weeks prior, allowing for the time lag between infection and death. We use partial pooling of information between countries with both individual and shared effects on the reproduction number. Pooling allows more information to be used, helps overcome data idiosyncrasies, and enables more timely estimates. Our model relies on fixed estimates of some epidemiological parameters such as the infection fatality rate, does not include importation or subnational variation and assumes that changes in the reproduction number are an immediate response to interventions rather than gradual changes in behavior. Amidst the ongoing pandemic, we rely on death data that is incomplete, with systematic biases in reporting, and subject to future consolidation. We estimate that, for all the countries we consider, current interventions have been sufficient to drive the reproduction number $$R_t$$Rt below 1 (probability $$R_tbackslash,$$Rt< 1.0 is 99.9%) and achieve epidemic control. We estimate that, across all 11 countries, between 12 and 15 million individuals have been infected with SARS-CoV-2 up to 4th May, representing between 3.2% and 4.0% of the population. Our results show that major non-pharmaceutical interventions and lockdown in particular have had a large effect on reducing transmission. Continued intervention should be considered to keep transmission of SARS-CoV-2 under control."><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/publication/flaxman-2020/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/publication/flaxman-2020/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/publication/flaxman-2020/"><meta property="og:title" content="Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe | MLGH"><meta property="og:description" content="Following the emergence of a novel coronavirus1 (SARS-CoV-2) and its spread outside of China, Europe has experienced large epidemics. In response, many European countries have implemented unprecedented non-pharmaceutical interventions such as closure of schools and national lockdowns. We study the impact of major interventions across 11 European countries for the period from the start of COVID-19 until the 4th of May 2020 when lockdowns started to be lifted. Our model calculates backwards from observed deaths to estimate transmission that occurred several weeks prior, allowing for the time lag between infection and death. We use partial pooling of information between countries with both individual and shared effects on the reproduction number. Pooling allows more information to be used, helps overcome data idiosyncrasies, and enables more timely estimates. Our model relies on fixed estimates of some epidemiological parameters such as the infection fatality rate, does not include importation or subnational variation and assumes that changes in the reproduction number are an immediate response to interventions rather than gradual changes in behavior. Amidst the ongoing pandemic, we rely on death data that is incomplete, with systematic biases in reporting, and subject to future consolidation. We estimate that, for all the countries we consider, current interventions have been sufficient to drive the reproduction number $$R_t$$Rt below 1 (probability $$R_tbackslash,$$Rt< 1.0 is 99.9%) and achieve epidemic control. We estimate that, across all 11 countries, between 12 and 15 million individuals have been infected with SARS-CoV-2 up to 4th May, representing between 3.2% and 4.0% of the population. Our results show that major non-pharmaceutical interventions and lockdown in particular have had a large effect on reducing transmission. Continued intervention should be considered to keep transmission of SARS-CoV-2 under control."><meta property="og:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="twitter:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="og:locale" content="en-us"><meta property="article:published_time" content="2022-10-20T12:29:15+00:00"><meta property="article:modified_time" content="2022-06-21T16:44:50+02:00"><script type=application/ld+json>{"@context":"https://schema.org","@type":"Article","mainEntityOfPage":{"@type":"WebPage","@id":"https://mlglobalhealth.github.io/publication/flaxman-2020/"},"headline":"Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe","datePublished":"2022-10-20T12:29:15Z","dateModified":"2022-06-21T16:44:50+02:00","author":{"@type":"Person","name":"Seth Flaxman"},"publisher":{"@type":"Organization","name":"Machine Learning \u0026 Global Health Network","logo":{"@type":"ImageObject","url":"https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_192x192_fill_lanczos_center_3.png"}},"description":"Following the emergence of a novel coronavirus1 (SARS-CoV-2) and its spread outside of China, Europe has experienced large epidemics. In response, many European countries have implemented unprecedented non-pharmaceutical interventions such as closure of schools and national lockdowns. We study the impact of major interventions across 11 European countries for the period from the start of COVID-19 until the 4th of May 2020 when lockdowns started to be lifted. Our model calculates backwards from observed deaths to estimate transmission that occurred several weeks prior, allowing for the time lag between infection and death. We use partial pooling of information between countries with both individual and shared effects on the reproduction number. Pooling allows more information to be used, helps overcome data idiosyncrasies, and enables more timely estimates. Our model relies on fixed estimates of some epidemiological parameters such as the infection fatality rate, does not include importation or subnational variation and assumes that changes in the reproduction number are an immediate response to interventions rather than gradual changes in behavior. Amidst the ongoing pandemic, we rely on death data that is incomplete, with systematic biases in reporting, and subject to future consolidation. We estimate that, for all the countries we consider, current interventions have been sufficient to drive the reproduction number $$R_t$$Rt below 1 (probability $$R_tbackslash,$$Rt\u003c 1.0 is 99.9%) and achieve epidemic control. We estimate that, across all 11 countries, between 12 and 15 million individuals have been infected with SARS-CoV-2 up to 4th May, representing between 3.2% and 4.0% of the population. Our results show that major non-pharmaceutical interventions and lockdown in particular have had a large effect on reducing transmission. Continued intervention should be considered to keep transmission of SARS-CoV-2 under control."}</script><title>Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe | MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper data-wc-page-id=733f44fa23293c0a43ce78da25a5be3b><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
-<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe</h1><div class=article-metadata><div><span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/tresnia-berah/>Tresnia Berah</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/pablo-n.-perez-guzman/>Pablo N. Perez-Guzman</a></span>, <span><a href=/author/nora-schmit/>Nora Schmit</a></span>, <span><a href=/author/lucia-cilloni/>Lucia Cilloni</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/olivia-boyd/>Olivia Boyd</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-djaafara/>Bimandra Djaafara</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/lily-geidelberg/>Lily Geidelberg</a></span>, <span><a href=/author/nicholas-c.-grassly/>Nicholas C. Grassly</a></span>, <span><a href=/author/william-d.-green/>William D. Green</a></span>, <span><a href=/author/timothy-hallett/>Timothy Hallett</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/ben-jeffrey/>Ben Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/erik-volz/>Erik Volz</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/patrick-gt-walker/>Patrick GT Walker</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/steven-m.-riley/>Steven M. Riley</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/imperial-college-covid-19-response-team/>Imperial College COVID-19 Response Team</a></span></div><span class=article-date>June 2020</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/flaxman-2020/cite.bib>Cite
+<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe</h1><div class=article-metadata><div><span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/tresnia-berah/>Tresnia Berah</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/pablo-n.-perez-guzman/>Pablo N. Perez-Guzman</a></span>, <span><a href=/author/nora-schmit/>Nora Schmit</a></span>, <span><a href=/author/lucia-cilloni/>Lucia Cilloni</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/olivia-boyd/>Olivia Boyd</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-djaafara/>Bimandra Djaafara</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/lily-geidelberg/>Lily Geidelberg</a></span>, <span><a href=/author/nicholas-c.-grassly/>Nicholas C. Grassly</a></span>, <span><a href=/author/william-d.-green/>William D. Green</a></span>, <span><a href=/author/timothy-hallett/>Timothy Hallett</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/ben-jeffrey/>Ben Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/erik-volz/>Erik Volz</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/patrick-gt-walker/>Patrick GT Walker</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/steven-m.-riley/>Steven M. Riley</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/imperial-college-covid-19-response-team/>Imperial College COVID-19 Response Team</a></span></div><span class=article-date>June 2020</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/flaxman-2020/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header" href=https://doi.org/10.1038/s41586-020-2405-7 target=_blank rel=noopener>DOI
 </a><a class="btn btn-outline-primary btn-page-header" href=https://doi.org/10.1038/s41586-020-2405-7 target=_blank rel=noopener>URL</a></div></div><div class=article-container><h3>Abstract</h3><p class=pub-abstract>Following the emergence of a novel coronavirus1 (SARS-CoV-2) and its spread outside of China, Europe has experienced large epidemics. In response, many European countries have implemented unprecedented non-pharmaceutical interventions such as closure of schools and national lockdowns. We study the impact of major interventions across 11 European countries for the period from the start of COVID-19 until the 4th of May 2020 when lockdowns started to be lifted. Our model calculates backwards from observed deaths to estimate transmission that occurred several weeks prior, allowing for the time lag between infection and death. We use partial pooling of information between countries with both individual and shared effects on the reproduction number. Pooling allows more information to be used, helps overcome data idiosyncrasies, and enables more timely estimates. Our model relies on fixed estimates of some epidemiological parameters such as the infection fatality rate, does not include importation or subnational variation and assumes that changes in the reproduction number are an immediate response to interventions rather than gradual changes in behavior. Amidst the ongoing pandemic, we rely on death data that is incomplete, with systematic biases in reporting, and subject to future consolidation. We estimate that, for all the countries we consider, current interventions have been sufficient to drive the reproduction number $$R_t$$Rt below 1 (probability $$R_tbackslash,$$Rt&lt; 1.0 is 99.9%) and achieve epidemic control. We estimate that, across all 11 countries, between 12 and 15 million individuals have been infected with SARS-CoV-2 up to 4th May, representing between 3.2% and 4.0% of the population. Our results show that major non-pharmaceutical interventions and lockdown in particular have had a large effect on reducing transmission. Continued intervention should be considered to keep transmission of SARS-CoV-2 under control.</p><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Type</div><div class="col-12 col-md-9"><a href=/publication/#2>Journal article</a></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Publication</div><div class="col-12 col-md-9"><em>Nature</em></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=space-below></div><div class=article-style></div><div class=share-box><ul class=share><li><a href="https://twitter.com/intent/tweet?url=https://mlglobalhealth.github.io/publication/flaxman-2020/&amp;text=Estimating%20the%20effects%20of%20non-pharmaceutical%20interventions%20on%20COVID-19%20in%20Europe" target=_blank rel=noopener class=share-btn-twitter aria-label=twitter><i class="fab fa-twitter"></i></a></li><li><a href="https://www.facebook.com/sharer.php?u=https://mlglobalhealth.github.io/publication/flaxman-2020/&amp;t=Estimating%20the%20effects%20of%20non-pharmaceutical%20interventions%20on%20COVID-19%20in%20Europe" target=_blank rel=noopener class=share-btn-facebook aria-label=facebook><i class="fab fa-facebook"></i></a></li><li><a href="mailto:?subject=Estimating%20the%20effects%20of%20non-pharmaceutical%20interventions%20on%20COVID-19%20in%20Europe&amp;body=https://mlglobalhealth.github.io/publication/flaxman-2020/" target=_blank rel=noopener class=share-btn-email aria-label=envelope><i class="fas fa-envelope"></i></a></li><li><a href="https://www.linkedin.com/shareArticle?url=https://mlglobalhealth.github.io/publication/flaxman-2020/&amp;title=Estimating%20the%20effects%20of%20non-pharmaceutical%20interventions%20on%20COVID-19%20in%20Europe" target=_blank rel=noopener class=share-btn-linkedin aria-label=linkedin-in><i class="fab fa-linkedin-in"></i></a></li><li><a href="whatsapp://send?text=Estimating%20the%20effects%20of%20non-pharmaceutical%20interventions%20on%20COVID-19%20in%20Europe%20https://mlglobalhealth.github.io/publication/flaxman-2020/" target=_blank rel=noopener class=share-btn-whatsapp aria-label=whatsapp><i class="fab fa-whatsapp"></i></a></li><li><a href="https://service.weibo.com/share/share.php?url=https://mlglobalhealth.github.io/publication/flaxman-2020/&amp;title=Estimating%20the%20effects%20of%20non-pharmaceutical%20interventions%20on%20COVID-19%20in%20Europe" target=_blank rel=noopener class=share-btn-weibo aria-label=weibo><i class="fab fa-weibo"></i></a></li></ul></div><div class="media author-card content-widget-hr"><a href=/author/seth-flaxman/><img class="avatar mr-3 avatar-circle" src=/author/seth-flaxman/avatar_hu4872f74b605dbd1fb60652f9171497a3_56151_270x270_fill_q75_lanczos_center.jpg alt="Seth Flaxman"></a><div class=media-body><h5 class=card-title><a href=/author/seth-flaxman/>Seth Flaxman</a></h5><h6 class=card-subtitle>Associate Professor</h6><p class=card-text>My research is on scalable methods and flexible models for spatiotemporal statistics and Bayesian machine learning, applied to public policy and social science.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:seth.flaxman@cs.ox.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/flaxter target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Wnxq0mgAAAAJ&amp;hl=en&amp;oi=ao" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/flaxter target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/swapnil-mishra/><img class="avatar mr-3 avatar-circle" src=/author/swapnil-mishra/avatar_hu53c8df9223bc15c139352553532a902f_615192_270x270_fill_q75_lanczos_center.jpg alt="Swapnil Mishra"></a><div class=media-body><h5 class=card-title><a href=/author/swapnil-mishra/>Swapnil Mishra</a></h5><h6 class=card-subtitle>Assistant Professor of Machine Learning and Public Health</h6><p class=card-text>I primarily work at intersection of public health, machine learning and Bayesian modelling.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:swapnilmishra.anu@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/creswapi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=RqbpaXcAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/s-mishra target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/juliette-unwin/><img class="avatar mr-3 avatar-circle" src=/author/juliette-unwin/avatar_hue98d31444251c0a24604054a682cc193_27377_270x270_fill_q75_lanczos_center.jpg alt="Juliette Unwin"></a><div class=media-body><h5 class=card-title><a href=/author/juliette-unwin/>Juliette Unwin</a></h5><h6 class=card-subtitle>Lecturer in Statistical Science</h6><p class=card-text>I develop methods to solve questions related to infectious disease outbreaks.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:juliette.unwin@bristol.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/EttieUnwin target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=SDhzsXUAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ettieunwin target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/helen-coupland/><img class="avatar mr-3 avatar-circle" src=/author/helen-coupland/avatar_hu8606bc4f5f152d7b976af9a5cfd1775a_2524867_270x270_fill_q75_lanczos_center.JPG alt="Helen Coupland"></a><div class=media-body><h5 class=card-title><a href=/author/helen-coupland/>Helen Coupland</a></h5><h6 class=card-subtitle>PhD Student</h6><p class=card-text>Uses machine learning approaches to examine the dynamics of exposure events that give rise to health outcomes.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:h.coupland@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=jJTNa7kAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/hcoupland target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/charles-whittaker/><img class="avatar mr-3 avatar-circle" src=/author/charles-whittaker/avatar_hu8c67f584a2f4a31f20ecf92739b20f89_5644_270x270_fill_q75_lanczos_center.jpg alt="Charles Whittaker"></a><div class=media-body><h5 class=card-title><a href=/author/charles-whittaker/>Charles Whittaker</a></h5><h6 class=card-subtitle>Sir Henry Wellcome Postdoctoral Fellow</h6><p class=card-text>My work involves modelling infectious disease transmission dynamics.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:charles.whittaker16@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/charliewhittak target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=WGDceR8AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/cwhittaker1000 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/samir-bhatt/><img class="avatar mr-3 avatar-circle" src=/author/samir-bhatt/avatar_hu5f93c326143a24e8087fbc255373e0c3_10938_270x270_fill_q75_lanczos_center.jpg alt="Samir Bhatt"></a><div class=media-body><h5 class=card-title><a href=/author/samir-bhatt/>Samir Bhatt</a></h5><h6 class=card-subtitle>Professor of Machine Learning, Statistics and Public Health</h6><p class=card-text>I focus on mathematical, statistical and computer science tools to answer questions in human health and biology.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:bhattsamir@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/@ProfSamirBhatt target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tL0x_vUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/bhattsamir target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div></div></div></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
diff --git a/publication/hawryluk-2021-dec/index.html b/publication/hawryluk-2021-dec/index.html
index 1b1a5c0df..07a1d4770 100644
--- a/publication/hawryluk-2021-dec/index.html
+++ b/publication/hawryluk-2021-dec/index.html
@@ -1,5 +1,5 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/"><meta property="og:title" content="Gaussian process nowcasting: application to COVID-19 mortality reporting | MLGH"><meta property="og:description" content><meta property="og:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="twitter:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="og:locale" content="en-us"><meta property="article:published_time" content="2022-10-20T12:29:16+00:00"><meta property="article:modified_time" content="2022-06-21T16:44:53+02:00"><script type=application/ld+json>{"@context":"https://schema.org","@type":"Article","mainEntityOfPage":{"@type":"WebPage","@id":"https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/"},"headline":"Gaussian process nowcasting: application to COVID-19 mortality reporting","datePublished":"2022-10-20T12:29:16Z","dateModified":"2022-06-21T16:44:53+02:00","author":{"@type":"Person","name":"Iwona Hawryluk"},"publisher":{"@type":"Organization","name":"Machine Learning \u0026 Global Health Network","logo":{"@type":"ImageObject","url":"https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_192x192_fill_lanczos_center_3.png"}},"description":""}</script><title>Gaussian process nowcasting: application to COVID-19 mortality reporting | MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper data-wc-page-id=e85ac8c7bb9f94470484809df3b9407b><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
-<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Gaussian process nowcasting: application to COVID-19 mortality reporting</h1><div class=article-metadata><div><span class=author-highlighted><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/henrique-hoeltgebaum/>Henrique Hoeltgebaum</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/michaela-vollmer/>Michaela Vollmer</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span></div><span class=article-date>December 2021</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/hawryluk-2021-dec/cite.bib>Cite
+<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Gaussian process nowcasting: application to COVID-19 mortality reporting</h1><div class=article-metadata><div><span><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/henrique-hoeltgebaum/>Henrique Hoeltgebaum</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/michaela-vollmer/>Michaela Vollmer</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span></div><span class=article-date>December 2021</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/hawryluk-2021-dec/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header" href=https://proceedings.mlr.press/v161/hawryluk21a.html target=_blank rel=noopener>URL</a></div></div><div class=article-container><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Type</div><div class="col-12 col-md-9"><a href=/publication/#6>Book section</a></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Publication</div><div class="col-12 col-md-9"><em>Uncertainty in Artificial Intelligence</em></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=space-below></div><div class=article-style></div><div class=share-box><ul class=share><li><a href="https://twitter.com/intent/tweet?url=https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/&amp;text=Gaussian%20process%20nowcasting:%20application%20to%20COVID-19%20mortality%20reporting" target=_blank rel=noopener class=share-btn-twitter aria-label=twitter><i class="fab fa-twitter"></i></a></li><li><a href="https://www.facebook.com/sharer.php?u=https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/&amp;t=Gaussian%20process%20nowcasting:%20application%20to%20COVID-19%20mortality%20reporting" target=_blank rel=noopener class=share-btn-facebook aria-label=facebook><i class="fab fa-facebook"></i></a></li><li><a href="mailto:?subject=Gaussian%20process%20nowcasting:%20application%20to%20COVID-19%20mortality%20reporting&amp;body=https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/" target=_blank rel=noopener class=share-btn-email aria-label=envelope><i class="fas fa-envelope"></i></a></li><li><a href="https://www.linkedin.com/shareArticle?url=https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/&amp;title=Gaussian%20process%20nowcasting:%20application%20to%20COVID-19%20mortality%20reporting" target=_blank rel=noopener class=share-btn-linkedin aria-label=linkedin-in><i class="fab fa-linkedin-in"></i></a></li><li><a href="whatsapp://send?text=Gaussian%20process%20nowcasting:%20application%20to%20COVID-19%20mortality%20reporting%20https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/" target=_blank rel=noopener class=share-btn-whatsapp aria-label=whatsapp><i class="fab fa-whatsapp"></i></a></li><li><a href="https://service.weibo.com/share/share.php?url=https://mlglobalhealth.github.io/publication/hawryluk-2021-dec/&amp;title=Gaussian%20process%20nowcasting:%20application%20to%20COVID-19%20mortality%20reporting" target=_blank rel=noopener class=share-btn-weibo aria-label=weibo><i class="fab fa-weibo"></i></a></li></ul></div><div class="media author-card content-widget-hr"><a href=/author/iwona-hawryluk/><img class="avatar mr-3 avatar-circle" src=/author/iwona-hawryluk/avatar_huf5db0be8fc5532d42767536e1ed02855_3735132_270x270_fill_q75_lanczos_center.jpg alt="Iwona Hawryluk"></a><div class=media-body><h5 class=card-title><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></h5><h6 class=card-subtitle>Postdoctoral Research Associate</h6><p class=card-text>I use machine learning methods to understand infectious diseases dynamics.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:i.hawryluk19@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/iwonahaw target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=brpJvU4AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ihawryluk target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/swapnil-mishra/><img class="avatar mr-3 avatar-circle" src=/author/swapnil-mishra/avatar_hu53c8df9223bc15c139352553532a902f_615192_270x270_fill_q75_lanczos_center.jpg alt="Swapnil Mishra"></a><div class=media-body><h5 class=card-title><a href=/author/swapnil-mishra/>Swapnil Mishra</a></h5><h6 class=card-subtitle>Assistant Professor of Machine Learning and Public Health</h6><p class=card-text>I primarily work at intersection of public health, machine learning and Bayesian modelling.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:swapnilmishra.anu@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/creswapi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=RqbpaXcAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/s-mishra target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/xenia-miscouridou/><img class="avatar mr-3 avatar-circle" src=/author/xenia-miscouridou/avatar_huf7657711b69060020d572436a0ae9bc6_74113_270x270_fill_q75_lanczos_center.jpg alt="Xenia Miscouridou"></a><div class=media-body><h5 class=card-title><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></h5><h6 class=card-subtitle>Lecturer</h6><p class=card-text>I develop statistical machine learning methods to solve scientific questions with impact in real life.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:xeniamisc@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/xenia_mis target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=eUsxsWwAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/misxenia target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/charles-whittaker/><img class="avatar mr-3 avatar-circle" src=/author/charles-whittaker/avatar_hu8c67f584a2f4a31f20ecf92739b20f89_5644_270x270_fill_q75_lanczos_center.jpg alt="Charles Whittaker"></a><div class=media-body><h5 class=card-title><a href=/author/charles-whittaker/>Charles Whittaker</a></h5><h6 class=card-subtitle>Sir Henry Wellcome Postdoctoral Fellow</h6><p class=card-text>My work involves modelling infectious disease transmission dynamics.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:charles.whittaker16@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/charliewhittak target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=WGDceR8AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/cwhittaker1000 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/seth-flaxman/><img class="avatar mr-3 avatar-circle" src=/author/seth-flaxman/avatar_hu4872f74b605dbd1fb60652f9171497a3_56151_270x270_fill_q75_lanczos_center.jpg alt="Seth Flaxman"></a><div class=media-body><h5 class=card-title><a href=/author/seth-flaxman/>Seth Flaxman</a></h5><h6 class=card-subtitle>Associate Professor</h6><p class=card-text>My research is on scalable methods and flexible models for spatiotemporal statistics and Bayesian machine learning, applied to public policy and social science.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:seth.flaxman@cs.ox.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/flaxter target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Wnxq0mgAAAAJ&amp;hl=en&amp;oi=ao" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/flaxter target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/samir-bhatt/><img class="avatar mr-3 avatar-circle" src=/author/samir-bhatt/avatar_hu5f93c326143a24e8087fbc255373e0c3_10938_270x270_fill_q75_lanczos_center.jpg alt="Samir Bhatt"></a><div class=media-body><h5 class=card-title><a href=/author/samir-bhatt/>Samir Bhatt</a></h5><h6 class=card-subtitle>Professor of Machine Learning, Statistics and Public Health</h6><p class=card-text>I focus on mathematical, statistical and computer science tools to answer questions in human health and biology.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:bhattsamir@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/@ProfSamirBhatt target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tL0x_vUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/bhattsamir target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div></div></div></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-nc fa-2x" aria-hidden=true></i>
diff --git a/publication/hogan-2020-sep/index.html b/publication/hogan-2020-sep/index.html
index 0fca39055..eb8a1f64c 100644
--- a/publication/hogan-2020-sep/index.html
+++ b/publication/hogan-2020-sep/index.html
@@ -1,5 +1,5 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/publication/hogan-2020-sep/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/publication/hogan-2020-sep/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/publication/hogan-2020-sep/"><meta property="og:title" content="Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study | MLGH"><meta property="og:description" content><meta property="og:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="twitter:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="og:locale" content="en-us"><meta property="article:published_time" content="2022-10-20T12:29:19+00:00"><meta property="article:modified_time" content="2022-06-21T16:44:58+02:00"><script type=application/ld+json>{"@context":"https://schema.org","@type":"Article","mainEntityOfPage":{"@type":"WebPage","@id":"https://mlglobalhealth.github.io/publication/hogan-2020-sep/"},"headline":"Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study","datePublished":"2022-10-20T12:29:19Z","dateModified":"2022-06-21T16:44:58+02:00","author":{"@type":"Person","name":"Alexandra B. Hogan"},"publisher":{"@type":"Organization","name":"Machine Learning \u0026 Global Health Network","logo":{"@type":"ImageObject","url":"https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_192x192_fill_lanczos_center_3.png"}},"description":""}</script><title>Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study | MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper data-wc-page-id=2949b5ae9ec8e62b5eeddfcc2d0fde2b><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
-<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study</h1><div class=article-metadata><div><span><a href=/author/alexandra-b.-hogan/>Alexandra B. Hogan</a></span>, <span><a href=/author/britta-l.-jewell/>Britta L. Jewell</a></span>, <span><a href=/author/ellie-sherrard-smith/>Ellie Sherrard-Smith</a></span>, <span><a href=/author/juan-f.-vesga/>Juan F. Vesga</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/jennifer-a.-smith/>Jennifer A. Smith</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/john-a.-lees/>John A. Lees</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nicholas-f.-brazeau/>Nicholas F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-a.-djaafara/>Bimandra A. Djaafara</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/jeff-w.-eaton/>Jeff W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/han-fu/>Han Fu</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/david-j.-haw/>David J. Haw</a></span>, <span><a href=/author/sarah-hayes/>Sarah Hayes</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/natsuko-imai/>Natsuko Imai</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/tara-d.-mangal/>Tara D. Mangal</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/h.-juliette-t.-unwin/>H. Juliette T. Unwin</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/thomas-s.-churcher/>Thomas S. Churcher</a></span>, <span><a href=/author/nimalan-arinaminpathy/>Nimalan Arinaminpathy</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/patrick-g.-t.-walker/>Patrick G. T. Walker</a></span>, <span><a href=/author/timothy-b.-hallett/>Timothy B. Hallett</a></span></div><span class=article-date>September 2020</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/hogan-2020-sep/cite.bib>Cite
+<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study</h1><div class=article-metadata><div><span><a href=/author/alexandra-b.-hogan/>Alexandra B. Hogan</a></span>, <span><a href=/author/britta-l.-jewell/>Britta L. Jewell</a></span>, <span><a href=/author/ellie-sherrard-smith/>Ellie Sherrard-Smith</a></span>, <span><a href=/author/juan-f.-vesga/>Juan F. Vesga</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/jennifer-a.-smith/>Jennifer A. Smith</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/john-a.-lees/>John A. Lees</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nicholas-f.-brazeau/>Nicholas F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-a.-djaafara/>Bimandra A. Djaafara</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/jeff-w.-eaton/>Jeff W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/han-fu/>Han Fu</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/david-j.-haw/>David J. Haw</a></span>, <span><a href=/author/sarah-hayes/>Sarah Hayes</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/natsuko-imai/>Natsuko Imai</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/tara-d.-mangal/>Tara D. Mangal</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/h.-juliette-t.-unwin/>H. Juliette T. Unwin</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/thomas-s.-churcher/>Thomas S. Churcher</a></span>, <span><a href=/author/nimalan-arinaminpathy/>Nimalan Arinaminpathy</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/patrick-g.-t.-walker/>Patrick G. T. Walker</a></span>, <span><a href=/author/timothy-b.-hallett/>Timothy B. Hallett</a></span></div><span class=article-date>September 2020</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/hogan-2020-sep/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header" href=https://doi.org/10.1016/S2214-109X%2820%2930288-6 target=_blank rel=noopener>DOI</a></div></div><div class=article-container><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Type</div><div class="col-12 col-md-9"><a href=/publication/#2>Journal article</a></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Publication</div><div class="col-12 col-md-9"><em>Lancet Global Health</em></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=space-below></div><div class=article-style></div><div class=share-box><ul class=share><li><a href="https://twitter.com/intent/tweet?url=https://mlglobalhealth.github.io/publication/hogan-2020-sep/&amp;text=Potential%20impact%20of%20the%20COVID-19%20pandemic%20on%20HIV,%20tuberculosis,%20and%20malaria%20in%20low-income%20and%20middle-income%20countries:%20a%20modelling%20study" target=_blank rel=noopener class=share-btn-twitter aria-label=twitter><i class="fab fa-twitter"></i></a></li><li><a href="https://www.facebook.com/sharer.php?u=https://mlglobalhealth.github.io/publication/hogan-2020-sep/&amp;t=Potential%20impact%20of%20the%20COVID-19%20pandemic%20on%20HIV,%20tuberculosis,%20and%20malaria%20in%20low-income%20and%20middle-income%20countries:%20a%20modelling%20study" target=_blank rel=noopener class=share-btn-facebook aria-label=facebook><i class="fab fa-facebook"></i></a></li><li><a href="mailto:?subject=Potential%20impact%20of%20the%20COVID-19%20pandemic%20on%20HIV,%20tuberculosis,%20and%20malaria%20in%20low-income%20and%20middle-income%20countries:%20a%20modelling%20study&amp;body=https://mlglobalhealth.github.io/publication/hogan-2020-sep/" target=_blank rel=noopener class=share-btn-email aria-label=envelope><i class="fas fa-envelope"></i></a></li><li><a href="https://www.linkedin.com/shareArticle?url=https://mlglobalhealth.github.io/publication/hogan-2020-sep/&amp;title=Potential%20impact%20of%20the%20COVID-19%20pandemic%20on%20HIV,%20tuberculosis,%20and%20malaria%20in%20low-income%20and%20middle-income%20countries:%20a%20modelling%20study" target=_blank rel=noopener class=share-btn-linkedin aria-label=linkedin-in><i class="fab fa-linkedin-in"></i></a></li><li><a href="whatsapp://send?text=Potential%20impact%20of%20the%20COVID-19%20pandemic%20on%20HIV,%20tuberculosis,%20and%20malaria%20in%20low-income%20and%20middle-income%20countries:%20a%20modelling%20study%20https://mlglobalhealth.github.io/publication/hogan-2020-sep/" target=_blank rel=noopener class=share-btn-whatsapp aria-label=whatsapp><i class="fab fa-whatsapp"></i></a></li><li><a href="https://service.weibo.com/share/share.php?url=https://mlglobalhealth.github.io/publication/hogan-2020-sep/&amp;title=Potential%20impact%20of%20the%20COVID-19%20pandemic%20on%20HIV,%20tuberculosis,%20and%20malaria%20in%20low-income%20and%20middle-income%20countries:%20a%20modelling%20study" target=_blank rel=noopener class=share-btn-weibo aria-label=weibo><i class="fab fa-weibo"></i></a></li></ul></div><div class="media author-card content-widget-hr"><a href=/author/charles-whittaker/><img class="avatar mr-3 avatar-circle" src=/author/charles-whittaker/avatar_hu8c67f584a2f4a31f20ecf92739b20f89_5644_270x270_fill_q75_lanczos_center.jpg alt="Charles Whittaker"></a><div class=media-body><h5 class=card-title><a href=/author/charles-whittaker/>Charles Whittaker</a></h5><h6 class=card-subtitle>Sir Henry Wellcome Postdoctoral Fellow</h6><p class=card-text>My work involves modelling infectious disease transmission dynamics.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:charles.whittaker16@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/charliewhittak target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=WGDceR8AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/cwhittaker1000 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/samir-bhatt/><img class="avatar mr-3 avatar-circle" src=/author/samir-bhatt/avatar_hu5f93c326143a24e8087fbc255373e0c3_10938_270x270_fill_q75_lanczos_center.jpg alt="Samir Bhatt"></a><div class=media-body><h5 class=card-title><a href=/author/samir-bhatt/>Samir Bhatt</a></h5><h6 class=card-subtitle>Professor of Machine Learning, Statistics and Public Health</h6><p class=card-text>I focus on mathematical, statistical and computer science tools to answer questions in human health and biology.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:bhattsamir@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/@ProfSamirBhatt target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tL0x_vUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/bhattsamir target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/helen-coupland/><img class="avatar mr-3 avatar-circle" src=/author/helen-coupland/avatar_hu8606bc4f5f152d7b976af9a5cfd1775a_2524867_270x270_fill_q75_lanczos_center.JPG alt="Helen Coupland"></a><div class=media-body><h5 class=card-title><a href=/author/helen-coupland/>Helen Coupland</a></h5><h6 class=card-subtitle>PhD Student</h6><p class=card-text>Uses machine learning approaches to examine the dynamics of exposure events that give rise to health outcomes.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:h.coupland@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=jJTNa7kAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/hcoupland target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/swapnil-mishra/><img class="avatar mr-3 avatar-circle" src=/author/swapnil-mishra/avatar_hu53c8df9223bc15c139352553532a902f_615192_270x270_fill_q75_lanczos_center.jpg alt="Swapnil Mishra"></a><div class=media-body><h5 class=card-title><a href=/author/swapnil-mishra/>Swapnil Mishra</a></h5><h6 class=card-subtitle>Assistant Professor of Machine Learning and Public Health</h6><p class=card-text>I primarily work at intersection of public health, machine learning and Bayesian modelling.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:swapnilmishra.anu@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/creswapi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=RqbpaXcAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/s-mishra target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div></div></div></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-nc fa-2x" aria-hidden=true></i>
diff --git a/publication/index.html b/publication/index.html
index ddc852d43..ff440cfa5 100644
--- a/publication/index.html
+++ b/publication/index.html
@@ -16,7 +16,7 @@
 <a href=/publication/semenova-2022-jun/>PriorVAE: encoding spatial priors with variational autoencoders for small-area estimation</a>.
 <em>J. R. Soc. Interface</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/semenova-2022-jun/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1098/rsif.2022.0094 target=_blank rel=noopener>DOI</a></p></div></div><div class="grid-sizer col-lg-12 isotope-item pubtype-2 year-2022"><div class="pub-list-item view-citation" style=margin-bottom:1rem><i class="far fa-file-alt pub-icon" aria-hidden=true></i>
-<span class="article-metadata li-cite-author"><span><a href=/author/andrea-brizzi/>Andrea Brizzi</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/luciana-m.-s.-servo/>Luciana M. S. Servo</a></span>, <span class=author-highlighted><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/carlos-a.-prete/>Carlos A. Prete</a></span>, <span><a href=/author/william-m.-de-souza/>William M. de Souza</a></span>, <span><a href=/author/renato-s.-aguiar/>Renato S. Aguiar</a></span>, <span><a href=/author/leonardo-j.-t.-araujo/>Leonardo J. T. Araujo</a></span>, <span><a href=/author/leonardo-s.-bastos/>Leonardo S. Bastos</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/lewis-f.-buss/>Lewis F. Buss</a></span>, <span><a href=/author/darlan-candido/>Darlan Candido</a></span>, <span><a href=/author/marcia-c.-castro/>Marcia C. Castro</a></span>, <span><a href=/author/silvia-f.-costa/>Silvia F. Costa</a></span>, <span><a href=/author/julio-croda/>Julio Croda</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/christopher-dye/>Christopher Dye</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/paula-l.-c.-fonseca/>Paula L. C. Fonseca</a></span>, <span><a href=/author/victor-e.-v.-geddes/>Victor E. V. Geddes</a></span>, <span><a href=/author/bernardo-gutierrez/>Bernardo Gutierrez</a></span>, <span><a href=/author/philippe-lemey/>Philippe Lemey</a></span>, <span><a href=/author/anna-s.-levin/>Anna S. Levin</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/diego-m.-bonfim/>Diego M. Bonfim</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/filipe-r.-r.-moreira/>Filipe R. R. Moreira</a></span>, <span><a href=/author/bruce-nelson/>Bruce Nelson</a></span>, <span><a href=/author/rafael-h.-m.-pereira/>Rafael H. M. Pereira</a></span>, <span><a href=/author/otavio-ranzani/>Otavio Ranzani</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/raphael-sonnabend/>Raphael Sonnabend</a></span>, <span><a href=/author/renan-p.-souza/>Renan P. Souza</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span>, <span><a href=/author/nuno-r.-faria/>Nuno R. Faria</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>
+<span class="article-metadata li-cite-author"><span><a href=/author/andrea-brizzi/>Andrea Brizzi</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/luciana-m.-s.-servo/>Luciana M. S. Servo</a></span>, <span><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/carlos-a.-prete/>Carlos A. Prete</a></span>, <span><a href=/author/william-m.-de-souza/>William M. de Souza</a></span>, <span><a href=/author/renato-s.-aguiar/>Renato S. Aguiar</a></span>, <span><a href=/author/leonardo-j.-t.-araujo/>Leonardo J. T. Araujo</a></span>, <span><a href=/author/leonardo-s.-bastos/>Leonardo S. Bastos</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/lewis-f.-buss/>Lewis F. Buss</a></span>, <span><a href=/author/darlan-candido/>Darlan Candido</a></span>, <span><a href=/author/marcia-c.-castro/>Marcia C. Castro</a></span>, <span><a href=/author/silvia-f.-costa/>Silvia F. Costa</a></span>, <span><a href=/author/julio-croda/>Julio Croda</a></span>, <span><a href=/author/andreza-aruska-de-souza-santos/>Andreza Aruska de Souza Santos</a></span>, <span><a href=/author/christopher-dye/>Christopher Dye</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/paula-l.-c.-fonseca/>Paula L. C. Fonseca</a></span>, <span><a href=/author/victor-e.-v.-geddes/>Victor E. V. Geddes</a></span>, <span><a href=/author/bernardo-gutierrez/>Bernardo Gutierrez</a></span>, <span><a href=/author/philippe-lemey/>Philippe Lemey</a></span>, <span><a href=/author/anna-s.-levin/>Anna S. Levin</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/diego-m.-bonfim/>Diego M. Bonfim</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/filipe-r.-r.-moreira/>Filipe R. R. Moreira</a></span>, <span><a href=/author/bruce-nelson/>Bruce Nelson</a></span>, <span><a href=/author/rafael-h.-m.-pereira/>Rafael H. M. Pereira</a></span>, <span><a href=/author/otavio-ranzani/>Otavio Ranzani</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/elizaveta-semenova/>Elizaveta Semenova</a></span>, <span><a href=/author/raphael-sonnabend/>Raphael Sonnabend</a></span>, <span><a href=/author/renan-p.-souza/>Renan P. Souza</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/ester-c.-sabino/>Ester C. Sabino</a></span>, <span><a href=/author/nuno-r.-faria/>Nuno R. Faria</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>
 </span>(2022).
 <a href=/publication/brizzi-2022-may/>Spatial and temporal fluctuations in COVID-19 fatality rates in Brazilian hospitals</a>.
 <em>Nat. Med.</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/brizzi-2022-may/cite.bib>Cite
@@ -44,7 +44,7 @@
 <a href=/publication/bradley-2021-dec/>Unrepresentative big surveys significantly overestimated US vaccine uptake</a>.
 <em>Nature</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/bradley-2021-dec/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1038/s41586-021-04198-4 target=_blank rel=noopener>DOI</a></p></div></div><div class="grid-sizer col-lg-12 isotope-item pubtype-6 year-2021"><div class="pub-list-item view-citation" style=margin-bottom:1rem><i class="far fa-file-alt pub-icon" aria-hidden=true></i>
-<span class="article-metadata li-cite-author"><span class=author-highlighted><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/henrique-hoeltgebaum/>Henrique Hoeltgebaum</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/michaela-vollmer/>Michaela Vollmer</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>
+<span class="article-metadata li-cite-author"><span><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/henrique-hoeltgebaum/>Henrique Hoeltgebaum</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/xenia-miscouridou/>Xenia Miscouridou</a></span>, <span><a href=/author/ricardo-p.-schnekenberg/>Ricardo P. Schnekenberg</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/michaela-vollmer/>Michaela Vollmer</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>
 </span>(2021).
 <a href=/publication/hawryluk-2021-dec/>Gaussian process nowcasting: application to COVID-19 mortality reporting</a>.
 <em>Uncertainty in Artificial Intelligence</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/hawryluk-2021-dec/cite.bib>Cite
@@ -125,13 +125,13 @@
 </span>(2021).
 <a href=/publication/vel-2021-asymptotic/>Asymptotic Equations of Gas Dynamics: Qualitative Analysis, Construction of Solutions, and Applications</a>.
 <em>Journal of Mathematical Sciences</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/vel-2021-asymptotic/cite.bib>Cite</a></p></div></div><div class="grid-sizer col-lg-12 isotope-item pubtype-2 year-2021"><div class="pub-list-item view-citation" style=margin-bottom:1rem><i class="far fa-file-alt pub-icon" aria-hidden=true></i>
-<span class="article-metadata li-cite-author"><span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/daniel-hebert/>Daniel Hebert</a></span>, <span><a href=/author/sivan-bershan/>Sivan Bershan</a></span>, <span><a href=/author/simon-tietze/>Simon Tietze</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/yu-chen/>Yu Chen</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/sarah-filippi/>Sarah Filippi</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/martin-mcmanus/>Martin McManus</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/sebastian-weber/>Sebastian Weber</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/anne-bezancon/>Anne Bezancon</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>
+<span class="article-metadata li-cite-author"><span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/daniel-hebert/>Daniel Hebert</a></span>, <span><a href=/author/sivan-bershan/>Sivan Bershan</a></span>, <span><a href=/author/simon-tietze/>Simon Tietze</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/yu-chen/>Yu Chen</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/sarah-filippi/>Sarah Filippi</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/martin-mcmanus/>Martin McManus</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/sebastian-weber/>Sebastian Weber</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/anne-bezancon/>Anne Bezancon</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>
 </span>(2021).
 <a href=/publication/monodeabe-8372/>Age groups that sustain resurging COVID-19 epidemics in the United States</a>.
 <em>Science</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/monodeabe-8372/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1126/science.abe8372 target=_blank rel=noopener>DOI
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://science.sciencemag.org/content/early/2021/02/01/science.abe8372 target=_blank rel=noopener>URL</a></p></div></div><div class="grid-sizer col-lg-12 isotope-item pubtype-2 year-2020"><div class="pub-list-item view-citation" style=margin-bottom:1rem><i class="far fa-file-alt pub-icon" aria-hidden=true></i>
-<span class="article-metadata li-cite-author"><span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/sarah-l.-filippi/>Sarah L. Filippi</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/fabian-valka/>Fabian Valka</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span class=author-highlighted><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/philip-milton/>Philip Milton</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nick-f.-brazeau/>Nick F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/oliver-d.-eales/>Oliver D. Eales</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/benjamin-jeffrey/>Benjamin Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/john-lees/>John Lees</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/lucy-okell/>Lucy Okell</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/patrick-walker/>Patrick Walker</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/steven-riley/>Steven Riley</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>
+<span class="article-metadata li-cite-author"><span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/sarah-l.-filippi/>Sarah L. Filippi</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/fabian-valka/>Fabian Valka</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/philip-milton/>Philip Milton</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nick-f.-brazeau/>Nick F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/oliver-d.-eales/>Oliver D. Eales</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/benjamin-jeffrey/>Benjamin Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/john-lees/>John Lees</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/lucy-okell/>Lucy Okell</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/patrick-walker/>Patrick Walker</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/steven-riley/>Steven Riley</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>
 </span>(2020).
 <a href=/publication/unwin-2020-dec/>State-level tracking of COVID-19 in the United States</a>.
 <em>Nat. Commun.</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/unwin-2020-dec/cite.bib>Cite
@@ -141,7 +141,7 @@
 <a href=/publication/sherrard-smith-2020-sep/>The potential public health consequences of COVID-19 on malaria in Africa</a>.
 <em>Nat. Med.</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/sherrard-smith-2020-sep/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1038/s41591-020-1025-y target=_blank rel=noopener>DOI</a></p></div></div><div class="grid-sizer col-lg-12 isotope-item pubtype-2 year-2020"><div class="pub-list-item view-citation" style=margin-bottom:1rem><i class="far fa-file-alt pub-icon" aria-hidden=true></i>
-<span class="article-metadata li-cite-author"><span><a href=/author/alexandra-b.-hogan/>Alexandra B. Hogan</a></span>, <span><a href=/author/britta-l.-jewell/>Britta L. Jewell</a></span>, <span><a href=/author/ellie-sherrard-smith/>Ellie Sherrard-Smith</a></span>, <span><a href=/author/juan-f.-vesga/>Juan F. Vesga</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/jennifer-a.-smith/>Jennifer A. Smith</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/john-a.-lees/>John A. Lees</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nicholas-f.-brazeau/>Nicholas F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-a.-djaafara/>Bimandra A. Djaafara</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/jeff-w.-eaton/>Jeff W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/han-fu/>Han Fu</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/david-j.-haw/>David J. Haw</a></span>, <span><a href=/author/sarah-hayes/>Sarah Hayes</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/natsuko-imai/>Natsuko Imai</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/tara-d.-mangal/>Tara D. Mangal</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/h.-juliette-t.-unwin/>H. Juliette T. Unwin</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/thomas-s.-churcher/>Thomas S. Churcher</a></span>, <span><a href=/author/nimalan-arinaminpathy/>Nimalan Arinaminpathy</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/patrick-g.-t.-walker/>Patrick G. T. Walker</a></span>, <span><a href=/author/timothy-b.-hallett/>Timothy B. Hallett</a></span>
+<span class="article-metadata li-cite-author"><span><a href=/author/alexandra-b.-hogan/>Alexandra B. Hogan</a></span>, <span><a href=/author/britta-l.-jewell/>Britta L. Jewell</a></span>, <span><a href=/author/ellie-sherrard-smith/>Ellie Sherrard-Smith</a></span>, <span><a href=/author/juan-f.-vesga/>Juan F. Vesga</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/jennifer-a.-smith/>Jennifer A. Smith</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/john-a.-lees/>John A. Lees</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nicholas-f.-brazeau/>Nicholas F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-a.-djaafara/>Bimandra A. Djaafara</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/jeff-w.-eaton/>Jeff W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/han-fu/>Han Fu</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/david-j.-haw/>David J. Haw</a></span>, <span><a href=/author/sarah-hayes/>Sarah Hayes</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/natsuko-imai/>Natsuko Imai</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/tara-d.-mangal/>Tara D. Mangal</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/h.-juliette-t.-unwin/>H. Juliette T. Unwin</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/thomas-s.-churcher/>Thomas S. Churcher</a></span>, <span><a href=/author/nimalan-arinaminpathy/>Nimalan Arinaminpathy</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/patrick-g.-t.-walker/>Patrick G. T. Walker</a></span>, <span><a href=/author/timothy-b.-hallett/>Timothy B. Hallett</a></span>
 </span>(2020).
 <a href=/publication/hogan-2020-sep/>Potential impact of the COVID-19 pandemic on HIV, tuberculosis, and malaria in low-income and middle-income countries: a modelling study</a>.
 <em>Lancet Global Health</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/hogan-2020-sep/cite.bib>Cite
@@ -161,7 +161,7 @@
 <a href=/publication/walker-2020-jul/>The impact of COVID-19 and strategies for mitigation and suppression in low- and middle-income countries</a>.
 <em>Science</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/walker-2020-jul/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header btn-sm" href=https://doi.org/10.1126/science.abc0035 target=_blank rel=noopener>DOI</a></p></div></div><div class="grid-sizer col-lg-12 isotope-item pubtype-2 year-2020"><div class="pub-list-item view-citation" style=margin-bottom:1rem><i class="far fa-file-alt pub-icon" aria-hidden=true></i>
-<span class="article-metadata li-cite-author"><span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/tresnia-berah/>Tresnia Berah</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/pablo-n.-perez-guzman/>Pablo N. Perez-Guzman</a></span>, <span><a href=/author/nora-schmit/>Nora Schmit</a></span>, <span><a href=/author/lucia-cilloni/>Lucia Cilloni</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/olivia-boyd/>Olivia Boyd</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-djaafara/>Bimandra Djaafara</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/lily-geidelberg/>Lily Geidelberg</a></span>, <span><a href=/author/nicholas-c.-grassly/>Nicholas C. Grassly</a></span>, <span><a href=/author/william-d.-green/>William D. Green</a></span>, <span><a href=/author/timothy-hallett/>Timothy Hallett</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/ben-jeffrey/>Ben Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/erik-volz/>Erik Volz</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/patrick-gt-walker/>Patrick GT Walker</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/steven-m.-riley/>Steven M. Riley</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/imperial-college-covid-19-response-team/>Imperial College COVID-19 Response Team</a></span>
+<span class="article-metadata li-cite-author"><span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/tresnia-berah/>Tresnia Berah</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/pablo-n.-perez-guzman/>Pablo N. Perez-Guzman</a></span>, <span><a href=/author/nora-schmit/>Nora Schmit</a></span>, <span><a href=/author/lucia-cilloni/>Lucia Cilloni</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/olivia-boyd/>Olivia Boyd</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/laura-v.-cooper/>Laura V. Cooper</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/amy-dighe/>Amy Dighe</a></span>, <span><a href=/author/bimandra-djaafara/>Bimandra Djaafara</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/lily-geidelberg/>Lily Geidelberg</a></span>, <span><a href=/author/nicholas-c.-grassly/>Nicholas C. Grassly</a></span>, <span><a href=/author/william-d.-green/>William D. Green</a></span>, <span><a href=/author/timothy-hallett/>Timothy Hallett</a></span>, <span><a href=/author/arran-hamlet/>Arran Hamlet</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/ben-jeffrey/>Ben Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/robert-verity/>Robert Verity</a></span>, <span><a href=/author/erik-volz/>Erik Volz</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/haowei-wang/>Haowei Wang</a></span>, <span><a href=/author/yuanrong-wang/>Yuanrong Wang</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/peter-winskill/>Peter Winskill</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/patrick-gt-walker/>Patrick GT Walker</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/steven-m.-riley/>Steven M. Riley</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/lucy-c.-okell/>Lucy C. Okell</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/imperial-college-covid-19-response-team/>Imperial College COVID-19 Response Team</a></span>
 </span>(2020).
 <a href=/publication/flaxman-2020/>Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe</a>.
 <em>Nature</em>.<p><a href=# class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename=/publication/flaxman-2020/cite.bib>Cite
diff --git a/publication/monodeabe-8372/index.html b/publication/monodeabe-8372/index.html
index 62c532d1d..14189202c 100644
--- a/publication/monodeabe-8372/index.html
+++ b/publication/monodeabe-8372/index.html
@@ -1,5 +1,5 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content="Following initial declines, in mid 2020 a resurgence in transmission of novel coronavirus disease (COVID-19) occurred in the US and Europe. As COVID19 disease control efforts are re-intensified, understanding the age demographics driving transmission and how these affect the loosening of interventions is crucial. We analyze aggregated, age-specific mobility trends from more than 10 million individuals in the US and link these mechanistically to age-specific COVID-19 mortality data. We estimate that as of October 2020, individuals aged 20-49 are the only age groups sustaining resurgent SARS-CoV-2 transmission with reproduction numbers well above one, and that at least 65 of 100 COVID-19 infections originate from individuals aged 20-49 in the US. Targeting interventions – including transmission-blocking vaccines – to adults aged 20-49 is an important consideration in halting resurgent epidemics and preventing COVID-19-attributable deaths."><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/publication/monodeabe-8372/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/publication/monodeabe-8372/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/publication/monodeabe-8372/"><meta property="og:title" content="Age groups that sustain resurging COVID-19 epidemics in the United States | MLGH"><meta property="og:description" content="Following initial declines, in mid 2020 a resurgence in transmission of novel coronavirus disease (COVID-19) occurred in the US and Europe. As COVID19 disease control efforts are re-intensified, understanding the age demographics driving transmission and how these affect the loosening of interventions is crucial. We analyze aggregated, age-specific mobility trends from more than 10 million individuals in the US and link these mechanistically to age-specific COVID-19 mortality data. We estimate that as of October 2020, individuals aged 20-49 are the only age groups sustaining resurgent SARS-CoV-2 transmission with reproduction numbers well above one, and that at least 65 of 100 COVID-19 infections originate from individuals aged 20-49 in the US. Targeting interventions – including transmission-blocking vaccines – to adults aged 20-49 is an important consideration in halting resurgent epidemics and preventing COVID-19-attributable deaths."><meta property="og:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="twitter:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="og:locale" content="en-us"><meta property="article:published_time" content="2022-10-20T12:29:15+00:00"><meta property="article:modified_time" content="2022-06-21T16:44:50+02:00"><script type=application/ld+json>{"@context":"https://schema.org","@type":"Article","mainEntityOfPage":{"@type":"WebPage","@id":"https://mlglobalhealth.github.io/publication/monodeabe-8372/"},"headline":"Age groups that sustain resurging COVID-19 epidemics in the United States","datePublished":"2022-10-20T12:29:15Z","dateModified":"2022-06-21T16:44:50+02:00","author":{"@type":"Person","name":"Mélodie Monod"},"publisher":{"@type":"Organization","name":"Machine Learning \u0026 Global Health Network","logo":{"@type":"ImageObject","url":"https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_192x192_fill_lanczos_center_3.png"}},"description":"Following initial declines, in mid 2020 a resurgence in transmission of novel coronavirus disease (COVID-19) occurred in the US and Europe. As COVID19 disease control efforts are re-intensified, understanding the age demographics driving transmission and how these affect the loosening of interventions is crucial. We analyze aggregated, age-specific mobility trends from more than 10 million individuals in the US and link these mechanistically to age-specific COVID-19 mortality data. We estimate that as of October 2020, individuals aged 20-49 are the only age groups sustaining resurgent SARS-CoV-2 transmission with reproduction numbers well above one, and that at least 65 of 100 COVID-19 infections originate from individuals aged 20-49 in the US. Targeting interventions – including transmission-blocking vaccines – to adults aged 20-49 is an important consideration in halting resurgent epidemics and preventing COVID-19-attributable deaths."}</script><title>Age groups that sustain resurging COVID-19 epidemics in the United States | MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper data-wc-page-id=9eed792a6e21d8b6f19bc63996b67be8><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
-<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Age groups that sustain resurging COVID-19 epidemics in the United States</h1><div class=article-metadata><div><span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/daniel-hebert/>Daniel Hebert</a></span>, <span><a href=/author/sivan-bershan/>Sivan Bershan</a></span>, <span><a href=/author/simon-tietze/>Simon Tietze</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/yu-chen/>Yu Chen</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/sarah-filippi/>Sarah Filippi</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/martin-mcmanus/>Martin McManus</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/sebastian-weber/>Sebastian Weber</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/anne-bezancon/>Anne Bezancon</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span></div><span class=article-date>January 2021</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/monodeabe-8372/cite.bib>Cite
+<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>Age groups that sustain resurging COVID-19 epidemics in the United States</h1><div class=article-metadata><div><span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/daniel-hebert/>Daniel Hebert</a></span>, <span><a href=/author/sivan-bershan/>Sivan Bershan</a></span>, <span><a href=/author/simon-tietze/>Simon Tietze</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/yu-chen/>Yu Chen</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/sarah-filippi/>Sarah Filippi</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/martin-mcmanus/>Martin McManus</a></span>, <span><a href=/author/thomas-mellan/>Thomas Mellan</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/sebastian-weber/>Sebastian Weber</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/anne-bezancon/>Anne Bezancon</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span></div><span class=article-date>January 2021</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/monodeabe-8372/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header" href=https://doi.org/10.1126/science.abe8372 target=_blank rel=noopener>DOI
 </a><a class="btn btn-outline-primary btn-page-header" href=https://science.sciencemag.org/content/early/2021/02/01/science.abe8372 target=_blank rel=noopener>URL</a></div></div><div class=article-container><h3>Abstract</h3><p class=pub-abstract>Following initial declines, in mid 2020 a resurgence in transmission of novel coronavirus disease (COVID-19) occurred in the US and Europe. As COVID19 disease control efforts are re-intensified, understanding the age demographics driving transmission and how these affect the loosening of interventions is crucial. We analyze aggregated, age-specific mobility trends from more than 10 million individuals in the US and link these mechanistically to age-specific COVID-19 mortality data. We estimate that as of October 2020, individuals aged 20-49 are the only age groups sustaining resurgent SARS-CoV-2 transmission with reproduction numbers well above one, and that at least 65 of 100 COVID-19 infections originate from individuals aged 20-49 in the US. Targeting interventions – including transmission-blocking vaccines – to adults aged 20-49 is an important consideration in halting resurgent epidemics and preventing COVID-19-attributable deaths.</p><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Type</div><div class="col-12 col-md-9"><a href=/publication/#2>Journal article</a></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Publication</div><div class="col-12 col-md-9"><em>Science</em></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=space-below></div><div class=article-style></div><div class=share-box><ul class=share><li><a href="https://twitter.com/intent/tweet?url=https://mlglobalhealth.github.io/publication/monodeabe-8372/&amp;text=Age%20groups%20that%20sustain%20resurging%20COVID-19%20epidemics%20in%20the%20United%20States" target=_blank rel=noopener class=share-btn-twitter aria-label=twitter><i class="fab fa-twitter"></i></a></li><li><a href="https://www.facebook.com/sharer.php?u=https://mlglobalhealth.github.io/publication/monodeabe-8372/&amp;t=Age%20groups%20that%20sustain%20resurging%20COVID-19%20epidemics%20in%20the%20United%20States" target=_blank rel=noopener class=share-btn-facebook aria-label=facebook><i class="fab fa-facebook"></i></a></li><li><a href="mailto:?subject=Age%20groups%20that%20sustain%20resurging%20COVID-19%20epidemics%20in%20the%20United%20States&amp;body=https://mlglobalhealth.github.io/publication/monodeabe-8372/" target=_blank rel=noopener class=share-btn-email aria-label=envelope><i class="fas fa-envelope"></i></a></li><li><a href="https://www.linkedin.com/shareArticle?url=https://mlglobalhealth.github.io/publication/monodeabe-8372/&amp;title=Age%20groups%20that%20sustain%20resurging%20COVID-19%20epidemics%20in%20the%20United%20States" target=_blank rel=noopener class=share-btn-linkedin aria-label=linkedin-in><i class="fab fa-linkedin-in"></i></a></li><li><a href="whatsapp://send?text=Age%20groups%20that%20sustain%20resurging%20COVID-19%20epidemics%20in%20the%20United%20States%20https://mlglobalhealth.github.io/publication/monodeabe-8372/" target=_blank rel=noopener class=share-btn-whatsapp aria-label=whatsapp><i class="fab fa-whatsapp"></i></a></li><li><a href="https://service.weibo.com/share/share.php?url=https://mlglobalhealth.github.io/publication/monodeabe-8372/&amp;title=Age%20groups%20that%20sustain%20resurging%20COVID-19%20epidemics%20in%20the%20United%20States" target=_blank rel=noopener class=share-btn-weibo aria-label=weibo><i class="fab fa-weibo"></i></a></li></ul></div><div class="media author-card content-widget-hr"><a href=/author/alexandra-blenkinsop/><img class="avatar mr-3 avatar-circle" src=/author/alexandra-blenkinsop/avatar_hu2229c332889ae35166d7bf44c7865ef5_694973_270x270_fill_q75_lanczos_center.jpg alt="Alexandra Blenkinsop"></a><div class=media-body><h5 class=card-title><a href=/author/alexandra-blenkinsop/>Alexandra Blenkinsop</a></h5><h6 class=card-subtitle>Postdoctoral Research Associate</h6><p class=card-text>My research involves using viral sequence data and patient data to characterise HIV transmission and guide public health interventions.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:a.blenkinsop@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/AlexBlenky target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?hl=en&amp;user=gZGsE7MAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/alexblenkinsop target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/yu-chen/><img class="avatar mr-3 avatar-circle" src=/author/yu-chen/avatar_hu069e3b456fe29d86c79690dcf36037d4_726913_270x270_fill_q75_lanczos_center.jpg alt="Yu Chen"></a><div class=media-body><h5 class=card-title><a href=/author/yu-chen/>Yu Chen</a></h5><h6 class=card-subtitle>PhD student</h6><p class=card-text>I am a PhD student in Modern Statistics and Statistical Machine Learning at Imperial College London.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:yu.chen119@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=dqfHuOwAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/YuCHENJT target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/helen-coupland/><img class="avatar mr-3 avatar-circle" src=/author/helen-coupland/avatar_hu8606bc4f5f152d7b976af9a5cfd1775a_2524867_270x270_fill_q75_lanczos_center.JPG alt="Helen Coupland"></a><div class=media-body><h5 class=card-title><a href=/author/helen-coupland/>Helen Coupland</a></h5><h6 class=card-subtitle>PhD Student</h6><p class=card-text>Uses machine learning approaches to examine the dynamics of exposure events that give rise to health outcomes.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:h.coupland@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=jJTNa7kAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/hcoupland target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/juliette-unwin/><img class="avatar mr-3 avatar-circle" src=/author/juliette-unwin/avatar_hue98d31444251c0a24604054a682cc193_27377_270x270_fill_q75_lanczos_center.jpg alt="Juliette Unwin"></a><div class=media-body><h5 class=card-title><a href=/author/juliette-unwin/>Juliette Unwin</a></h5><h6 class=card-subtitle>Lecturer in Statistical Science</h6><p class=card-text>I develop methods to solve questions related to infectious disease outbreaks.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:juliette.unwin@bristol.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/EttieUnwin target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=SDhzsXUAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ettieunwin target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/swapnil-mishra/><img class="avatar mr-3 avatar-circle" src=/author/swapnil-mishra/avatar_hu53c8df9223bc15c139352553532a902f_615192_270x270_fill_q75_lanczos_center.jpg alt="Swapnil Mishra"></a><div class=media-body><h5 class=card-title><a href=/author/swapnil-mishra/>Swapnil Mishra</a></h5><h6 class=card-subtitle>Assistant Professor of Machine Learning and Public Health</h6><p class=card-text>I primarily work at intersection of public health, machine learning and Bayesian modelling.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:swapnilmishra.anu@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/creswapi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=RqbpaXcAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/s-mishra target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/seth-flaxman/><img class="avatar mr-3 avatar-circle" src=/author/seth-flaxman/avatar_hu4872f74b605dbd1fb60652f9171497a3_56151_270x270_fill_q75_lanczos_center.jpg alt="Seth Flaxman"></a><div class=media-body><h5 class=card-title><a href=/author/seth-flaxman/>Seth Flaxman</a></h5><h6 class=card-subtitle>Associate Professor</h6><p class=card-text>My research is on scalable methods and flexible models for spatiotemporal statistics and Bayesian machine learning, applied to public policy and social science.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:seth.flaxman@cs.ox.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/flaxter target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Wnxq0mgAAAAJ&amp;hl=en&amp;oi=ao" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/flaxter target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/samir-bhatt/><img class="avatar mr-3 avatar-circle" src=/author/samir-bhatt/avatar_hu5f93c326143a24e8087fbc255373e0c3_10938_270x270_fill_q75_lanczos_center.jpg alt="Samir Bhatt"></a><div class=media-body><h5 class=card-title><a href=/author/samir-bhatt/>Samir Bhatt</a></h5><h6 class=card-subtitle>Professor of Machine Learning, Statistics and Public Health</h6><p class=card-text>I focus on mathematical, statistical and computer science tools to answer questions in human health and biology.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:bhattsamir@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/@ProfSamirBhatt target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tL0x_vUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/bhattsamir target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/oliver-ratmann/><img class="avatar mr-3 avatar-circle" src=/author/oliver-ratmann/avatar_hu9f2f8ff2dfe402ac970a6ef047e4bf6b_17851_270x270_fill_q75_lanczos_center.jpg alt="Oliver Ratmann"></a><div class=media-body><h5 class=card-title><a href=/author/oliver-ratmann/>Oliver Ratmann</a></h5><h6 class=card-subtitle>Reader in Statistics and Machine Learning for Public Good</h6><p class=card-text>I develop bespoke statistical methods for public good. My group and I are particularly interested in novel Bayesian methods that harness information in viral deep sequence data, mobile phone mobility data, and time-resolved patient data to characterise the spread of infectious diseases, and to guide public health interventions.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:oratmann@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com.sg/citations?user=6y_kt9QAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/olli0601/ target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div></div></div></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
diff --git a/publication/unwin-2020-dec/index.html b/publication/unwin-2020-dec/index.html
index a2012a703..7a003be52 100644
--- a/publication/unwin-2020-dec/index.html
+++ b/publication/unwin-2020-dec/index.html
@@ -1,5 +1,5 @@
 <!doctype html><html lang=en-us><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1"><meta http-equiv=X-UA-Compatible content="IE=edge"><meta name=generator content="Wowchemy 5.5.0 for Hugo"><meta name=description content><link rel=alternate hreflang=en-us href=https://mlglobalhealth.github.io/publication/unwin-2020-dec/><meta name=theme-color content="#1565c0"><link rel=stylesheet href=/css/vendor-bundle.min.c7b8d9abd591ba2253ea42747e3ac3f5.css media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/academicons@1.9.1/css/academicons.min.css integrity="sha512-W0xM4mr6dEP9nREo7Z9z+9X70wytKvMGeDsj7ps2+xg5QPrEBXC8tAW1IFnzjR6eoJ90JmCnFzerQJTLzIEHjA==" crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=https://cdn.jsdelivr.net/npm/leaflet@1.7.1/dist/leaflet.min.css integrity crossorigin=anonymous media=print onload='this.media="all"'><link rel=stylesheet href=/css/wowchemy.f708997de6bf6d3fbc17fe5acf5258b1.css><link rel=manifest href=/manifest.webmanifest><link rel=icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_32x32_fill_lanczos_center_3.png><link rel=apple-touch-icon type=image/png href=/media/icon_hu2550808fad87dd433d19be568a22a945_9051_180x180_fill_lanczos_center_3.png><link rel=canonical href=https://mlglobalhealth.github.io/publication/unwin-2020-dec/><meta property="twitter:card" content="summary"><meta property="twitter:site" content="@MLGlobalHealth"><meta property="twitter:creator" content="@MLGlobalHealth"><meta property="og:site_name" content="MLGH"><meta property="og:url" content="https://mlglobalhealth.github.io/publication/unwin-2020-dec/"><meta property="og:title" content="State-level tracking of COVID-19 in the United States | MLGH"><meta property="og:description" content><meta property="og:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="twitter:image" content="https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_512x512_fill_lanczos_center_3.png"><meta property="og:locale" content="en-us"><meta property="article:published_time" content="2022-10-20T12:29:15+00:00"><meta property="article:modified_time" content="2022-06-21T16:44:50+02:00"><script type=application/ld+json>{"@context":"https://schema.org","@type":"Article","mainEntityOfPage":{"@type":"WebPage","@id":"https://mlglobalhealth.github.io/publication/unwin-2020-dec/"},"headline":"State-level tracking of COVID-19 in the United States","datePublished":"2022-10-20T12:29:15Z","dateModified":"2022-06-21T16:44:50+02:00","author":{"@type":"Person","name":"Juliette Unwin"},"publisher":{"@type":"Organization","name":"Machine Learning \u0026 Global Health Network","logo":{"@type":"ImageObject","url":"https://mlglobalhealth.github.io/media/icon_hu2550808fad87dd433d19be568a22a945_9051_192x192_fill_lanczos_center_3.png"}},"description":""}</script><title>State-level tracking of COVID-19 in the United States | MLGH</title></head><body id=top data-spy=scroll data-offset=70 data-target=#TableOfContents class=page-wrapper data-wc-page-id=ca3376aa1200064dd201a37ce1173e87><script src=/js/wowchemy-init.min.14a0ed61c6dbd594b9c75193b25be179.js></script><aside class=search-modal id=search><div class=container><section class=search-header><div class="row no-gutters justify-content-between mb-3"><div class=col-6><h1>Search</h1></div><div class="col-6 col-search-close"><a class=js-search href=# aria-label=Close><i class="fas fa-times-circle text-muted" aria-hidden=true></i></a></div></div><div id=search-box><input name=q id=search-query placeholder=Search... autocapitalize=off autocomplete=off autocorrect=off spellcheck=false type=search class=form-control aria-label=Search...></div></section><section class=section-search-results><div id=search-hits></div></section></div></aside><div class=page-header><header class=header--fixed><nav class="navbar navbar-expand-lg navbar-light compensate-for-scrollbar" id=navbar-main><div class=container-xl><div class="d-none d-lg-inline-flex"><a class=navbar-brand href=/>MLGH</a></div><button type=button class=navbar-toggler data-toggle=collapse data-target=#navbar-content aria-controls=navbar-content aria-expanded=false aria-label="Toggle navigation">
-<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>State-level tracking of COVID-19 in the United States</h1><div class=article-metadata><div><span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span class=author-highlighted><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/sarah-l.-filippi/>Sarah L. Filippi</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/fabian-valka/>Fabian Valka</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span class=author-highlighted><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/philip-milton/>Philip Milton</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nick-f.-brazeau/>Nick F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/oliver-d.-eales/>Oliver D. Eales</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/benjamin-jeffrey/>Benjamin Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/john-lees/>John Lees</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/lucy-okell/>Lucy Okell</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/patrick-walker/>Patrick Walker</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/steven-riley/>Steven Riley</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span></div><span class=article-date>December 2020</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/unwin-2020-dec/cite.bib>Cite
+<span><i class="fas fa-bars"></i></span></button><div class="navbar-brand-mobile-wrapper d-inline-flex d-lg-none"><a class=navbar-brand href=/>MLGH</a></div><div class="navbar-collapse main-menu-item collapse justify-content-end" id=navbar-content><ul class="navbar-nav d-md-inline-flex"><li class=nav-item><a class=nav-link href=/people><span>People</span></a></li><li class=nav-item><a class=nav-link href=/publication><span>Publications</span></a></li><li class=nav-item><a class=nav-link href=/contact><span>Contact</span></a></li><li class=nav-item><a class=nav-link href=/workshops><span>Workshops</span></a></li></ul></div><ul class="nav-icons navbar-nav flex-row ml-auto d-flex pl-md-2"><li class=nav-item><a class="nav-link js-search" href=# aria-label=Search><i class="fas fa-search" aria-hidden=true></i></a></li></ul></div></nav></header></div><div class=page-body><div class=pub><div class="article-container pt-3"><h1>State-level tracking of COVID-19 in the United States</h1><div class=article-metadata><div><span><a href=/author/juliette-unwin/>Juliette Unwin</a></span>, <span><a href=/author/swapnil-mishra/>Swapnil Mishra</a></span>, <span><a href=/author/valerie-c.-bradley/>Valerie C. Bradley</a></span>, <span><a href=/author/axel-gandy/>Axel Gandy</a></span>, <span><a href=/author/thomas-a.-mellan/>Thomas A. Mellan</a></span>, <span><a href=/author/helen-coupland/>Helen Coupland</a></span>, <span><a href=/author/jonathan-ish-horowicz/>Jonathan Ish-Horowicz</a></span>, <span><a href=/author/michaela-a.-c.-vollmer/>Michaela A. C. Vollmer</a></span>, <span><a href=/author/charles-whittaker/>Charles Whittaker</a></span>, <span><a href=/author/sarah-l.-filippi/>Sarah L. Filippi</a></span>, <span><a href=/author/xiaoyue-xi/>Xiaoyue Xi</a></span>, <span><a href=/author/melodie-monod/>Mélodie Monod</a></span>, <span><a href=/author/oliver-ratmann/>Oliver Ratmann</a></span>, <span><a href=/author/michael-hutchinson/>Michael Hutchinson</a></span>, <span><a href=/author/fabian-valka/>Fabian Valka</a></span>, <span><a href=/author/harrison-zhu/>Harrison Zhu</a></span>, <span><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></span>, <span><a href=/author/philip-milton/>Philip Milton</a></span>, <span><a href=/author/kylie-e.-c.-ainslie/>Kylie E. C. Ainslie</a></span>, <span><a href=/author/marc-baguelin/>Marc Baguelin</a></span>, <span><a href=/author/adhiratha-boonyasiri/>Adhiratha Boonyasiri</a></span>, <span><a href=/author/nick-f.-brazeau/>Nick F. Brazeau</a></span>, <span><a href=/author/lorenzo-cattarino/>Lorenzo Cattarino</a></span>, <span><a href=/author/zulma-cucunuba/>Zulma Cucunubá</a></span>, <span><a href=/author/gina-cuomo-dannenburg/>Gina Cuomo-Dannenburg</a></span>, <span><a href=/author/ilaria-dorigatti/>Ilaria Dorigatti</a></span>, <span><a href=/author/oliver-d.-eales/>Oliver D. Eales</a></span>, <span><a href=/author/jeffrey-w.-eaton/>Jeffrey W. Eaton</a></span>, <span><a href=/author/sabine-l.-van-elsland/>Sabine L. van Elsland</a></span>, <span><a href=/author/richard-g.-fitzjohn/>Richard G. FitzJohn</a></span>, <span><a href=/author/katy-a.-m.-gaythorpe/>Katy A. M. Gaythorpe</a></span>, <span><a href=/author/william-green/>William Green</a></span>, <span><a href=/author/wes-hinsley/>Wes Hinsley</a></span>, <span><a href=/author/benjamin-jeffrey/>Benjamin Jeffrey</a></span>, <span><a href=/author/edward-knock/>Edward Knock</a></span>, <span><a href=/author/daniel-j.-laydon/>Daniel J. Laydon</a></span>, <span><a href=/author/john-lees/>John Lees</a></span>, <span><a href=/author/gemma-nedjati-gilani/>Gemma Nedjati-Gilani</a></span>, <span><a href=/author/pierre-nouvellet/>Pierre Nouvellet</a></span>, <span><a href=/author/lucy-okell/>Lucy Okell</a></span>, <span><a href=/author/kris-v.-parag/>Kris V. Parag</a></span>, <span><a href=/author/igor-siveroni/>Igor Siveroni</a></span>, <span><a href=/author/hayley-a.-thompson/>Hayley A. Thompson</a></span>, <span><a href=/author/patrick-walker/>Patrick Walker</a></span>, <span><a href=/author/caroline-e.-walters/>Caroline E. Walters</a></span>, <span><a href=/author/oliver-j.-watson/>Oliver J. Watson</a></span>, <span><a href=/author/lilith-k.-whittles/>Lilith K. Whittles</a></span>, <span><a href=/author/azra-c.-ghani/>Azra C. Ghani</a></span>, <span><a href=/author/neil-m.-ferguson/>Neil M. Ferguson</a></span>, <span><a href=/author/steven-riley/>Steven Riley</a></span>, <span><a href=/author/christl-a.-donnelly/>Christl A. Donnelly</a></span>, <span><a href=/author/samir-bhatt/>Samir Bhatt</a></span>, <span><a href=/author/seth-flaxman/>Seth Flaxman</a></span></div><span class=article-date>December 2020</span></div><div class="btn-links mb-3"><a href=# class="btn btn-outline-primary btn-page-header js-cite-modal" data-filename=/publication/unwin-2020-dec/cite.bib>Cite
 </a><a class="btn btn-outline-primary btn-page-header" href=https://doi.org/10.1038/s41467-020-19652-6 target=_blank rel=noopener>DOI</a></div></div><div class=article-container><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Type</div><div class="col-12 col-md-9"><a href=/publication/#2>Journal article</a></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=row><div class=col-md-1></div><div class=col-md-10><div class=row><div class="col-12 col-md-3 pub-row-heading">Publication</div><div class="col-12 col-md-9"><em>Nat. Commun.</em></div></div></div><div class=col-md-1></div></div><div class="d-md-none space-below"></div><div class=space-below></div><div class=article-style></div><div class=share-box><ul class=share><li><a href="https://twitter.com/intent/tweet?url=https://mlglobalhealth.github.io/publication/unwin-2020-dec/&amp;text=State-level%20tracking%20of%20COVID-19%20in%20the%20United%20States" target=_blank rel=noopener class=share-btn-twitter aria-label=twitter><i class="fab fa-twitter"></i></a></li><li><a href="https://www.facebook.com/sharer.php?u=https://mlglobalhealth.github.io/publication/unwin-2020-dec/&amp;t=State-level%20tracking%20of%20COVID-19%20in%20the%20United%20States" target=_blank rel=noopener class=share-btn-facebook aria-label=facebook><i class="fab fa-facebook"></i></a></li><li><a href="mailto:?subject=State-level%20tracking%20of%20COVID-19%20in%20the%20United%20States&amp;body=https://mlglobalhealth.github.io/publication/unwin-2020-dec/" target=_blank rel=noopener class=share-btn-email aria-label=envelope><i class="fas fa-envelope"></i></a></li><li><a href="https://www.linkedin.com/shareArticle?url=https://mlglobalhealth.github.io/publication/unwin-2020-dec/&amp;title=State-level%20tracking%20of%20COVID-19%20in%20the%20United%20States" target=_blank rel=noopener class=share-btn-linkedin aria-label=linkedin-in><i class="fab fa-linkedin-in"></i></a></li><li><a href="whatsapp://send?text=State-level%20tracking%20of%20COVID-19%20in%20the%20United%20States%20https://mlglobalhealth.github.io/publication/unwin-2020-dec/" target=_blank rel=noopener class=share-btn-whatsapp aria-label=whatsapp><i class="fab fa-whatsapp"></i></a></li><li><a href="https://service.weibo.com/share/share.php?url=https://mlglobalhealth.github.io/publication/unwin-2020-dec/&amp;title=State-level%20tracking%20of%20COVID-19%20in%20the%20United%20States" target=_blank rel=noopener class=share-btn-weibo aria-label=weibo><i class="fab fa-weibo"></i></a></li></ul></div><div class="media author-card content-widget-hr"><a href=/author/juliette-unwin/><img class="avatar mr-3 avatar-circle" src=/author/juliette-unwin/avatar_hue98d31444251c0a24604054a682cc193_27377_270x270_fill_q75_lanczos_center.jpg alt="Juliette Unwin"></a><div class=media-body><h5 class=card-title><a href=/author/juliette-unwin/>Juliette Unwin</a></h5><h6 class=card-subtitle>Lecturer in Statistical Science</h6><p class=card-text>I develop methods to solve questions related to infectious disease outbreaks.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:juliette.unwin@bristol.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/EttieUnwin target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=SDhzsXUAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ettieunwin target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/swapnil-mishra/><img class="avatar mr-3 avatar-circle" src=/author/swapnil-mishra/avatar_hu53c8df9223bc15c139352553532a902f_615192_270x270_fill_q75_lanczos_center.jpg alt="Swapnil Mishra"></a><div class=media-body><h5 class=card-title><a href=/author/swapnil-mishra/>Swapnil Mishra</a></h5><h6 class=card-subtitle>Assistant Professor of Machine Learning and Public Health</h6><p class=card-text>I primarily work at intersection of public health, machine learning and Bayesian modelling.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:swapnilmishra.anu@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/creswapi target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.co.uk/citations?user=RqbpaXcAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/s-mishra target=_blank rel=noopener><i class="fab fa-github"></i></a></li><li><a href=https://smishra.dev target=_blank rel=noopener><i class="fa-solid fa-solid-fa-globe"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/helen-coupland/><img class="avatar mr-3 avatar-circle" src=/author/helen-coupland/avatar_hu8606bc4f5f152d7b976af9a5cfd1775a_2524867_270x270_fill_q75_lanczos_center.JPG alt="Helen Coupland"></a><div class=media-body><h5 class=card-title><a href=/author/helen-coupland/>Helen Coupland</a></h5><h6 class=card-subtitle>PhD Student</h6><p class=card-text>Uses machine learning approaches to examine the dynamics of exposure events that give rise to health outcomes.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:h.coupland@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com/citations?user=jJTNa7kAAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/hcoupland target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/charles-whittaker/><img class="avatar mr-3 avatar-circle" src=/author/charles-whittaker/avatar_hu8c67f584a2f4a31f20ecf92739b20f89_5644_270x270_fill_q75_lanczos_center.jpg alt="Charles Whittaker"></a><div class=media-body><h5 class=card-title><a href=/author/charles-whittaker/>Charles Whittaker</a></h5><h6 class=card-subtitle>Sir Henry Wellcome Postdoctoral Fellow</h6><p class=card-text>My work involves modelling infectious disease transmission dynamics.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:charles.whittaker16@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/charliewhittak target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=WGDceR8AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/cwhittaker1000 target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/oliver-ratmann/><img class="avatar mr-3 avatar-circle" src=/author/oliver-ratmann/avatar_hu9f2f8ff2dfe402ac970a6ef047e4bf6b_17851_270x270_fill_q75_lanczos_center.jpg alt="Oliver Ratmann"></a><div class=media-body><h5 class=card-title><a href=/author/oliver-ratmann/>Oliver Ratmann</a></h5><h6 class=card-subtitle>Reader in Statistics and Machine Learning for Public Good</h6><p class=card-text>I develop bespoke statistical methods for public good. My group and I are particularly interested in novel Bayesian methods that harness information in viral deep sequence data, mobile phone mobility data, and time-resolved patient data to characterise the spread of infectious diseases, and to guide public health interventions.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:oratmann@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href="https://scholar.google.com.sg/citations?user=6y_kt9QAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/olli0601/ target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/iwona-hawryluk/><img class="avatar mr-3 avatar-circle" src=/author/iwona-hawryluk/avatar_huf5db0be8fc5532d42767536e1ed02855_3735132_270x270_fill_q75_lanczos_center.jpg alt="Iwona Hawryluk"></a><div class=media-body><h5 class=card-title><a href=/author/iwona-hawryluk/>Iwona Hawryluk</a></h5><h6 class=card-subtitle>Postdoctoral Research Associate</h6><p class=card-text>I use machine learning methods to understand infectious diseases dynamics.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:i.hawryluk19@imperial.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/iwonahaw target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=brpJvU4AAAAJ&amp;hl=en" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/ihawryluk target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/samir-bhatt/><img class="avatar mr-3 avatar-circle" src=/author/samir-bhatt/avatar_hu5f93c326143a24e8087fbc255373e0c3_10938_270x270_fill_q75_lanczos_center.jpg alt="Samir Bhatt"></a><div class=media-body><h5 class=card-title><a href=/author/samir-bhatt/>Samir Bhatt</a></h5><h6 class=card-subtitle>Professor of Machine Learning, Statistics and Public Health</h6><p class=card-text>I focus on mathematical, statistical and computer science tools to answer questions in human health and biology.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:bhattsamir@gmail.com><i class="fas fa-envelope"></i></a></li><li><a href=https://twitter.com/@ProfSamirBhatt target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=tL0x_vUAAAAJ" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/bhattsamir target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div><div class="media author-card content-widget-hr"><a href=/author/seth-flaxman/><img class="avatar mr-3 avatar-circle" src=/author/seth-flaxman/avatar_hu4872f74b605dbd1fb60652f9171497a3_56151_270x270_fill_q75_lanczos_center.jpg alt="Seth Flaxman"></a><div class=media-body><h5 class=card-title><a href=/author/seth-flaxman/>Seth Flaxman</a></h5><h6 class=card-subtitle>Associate Professor</h6><p class=card-text>My research is on scalable methods and flexible models for spatiotemporal statistics and Bayesian machine learning, applied to public policy and social science.</p><ul class=network-icon aria-hidden=true><li><a href=mailto:seth.flaxman@cs.ox.ac.uk><i class="fas fa-envelope"></i></a></li><li><a href=http://www.twitter.com/flaxter target=_blank rel=noopener><i class="fab fa-twitter"></i></a></li><li><a href="https://scholar.google.com/citations?user=Wnxq0mgAAAAJ&amp;hl=en&amp;oi=ao" target=_blank rel=noopener><i class="ai ai-google-scholar"></i></a></li><li><a href=https://github.com/flaxter target=_blank rel=noopener><i class="fab fa-github"></i></a></li></ul></div></div></div></div></div><div class=page-footer><div class=container><footer class=site-footer><p class="powered-by copyright-license-text">© 2024 MLGlobalHealth. This work is licensed under <a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank>CC BY NC ND 4.0</a></p><p class="powered-by footer-license-icons"><a href=https://creativecommons.org/licenses/by-nc-nd/4.0 rel="noopener noreferrer" target=_blank aria-label="Creative Commons"><i class="fab fa-creative-commons fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-by fa-2x" aria-hidden=true></i>
 <i class="fab fa-creative-commons-nc fa-2x" aria-hidden=true></i>
