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jaytimm committed Oct 7, 2024
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Expand Up @@ -7,19 +7,19 @@ An R package designed for efficient chat completion and text annotation
using both local and cloud-based LLMs, with a focus on simplicity and
flexibility. Key features include:

**Versatile Model Access**: Interact with cloud-based or local LLMs (via
Python/reticulate) through a straightforward function.
- **Versatile Model Access**: Interact with cloud-based or local LLMs
(via Python/reticulate) through a straightforward function.

**Multiple Annotator Support**: Facilitate text annotation workflows
with support for multiple annotators, including ensembling and majority
voting methods.
- **Multiple Annotator Support**: Facilitate text annotation workflows
with support for multiple annotators, including ensembling and
majority voting methods.

**Batch and Parallel Processing**: Handle multiple inputs simultaneously
with local LLMs and speed up tasks by utilizing multiple cores for
cloud-based models.
- **Batch and Parallel Processing**: Handle multiple inputs
simultaneously with local LLMs and speed up tasks by utilizing
multiple cores for cloud-based models.

**Consistent Output**: Ensure uniform data frame outputs regardless of
the model used, keeping results easily manageable.
- **Consistent Output**: Ensure uniform data frame outputs regardless
of the model used, keeping results easily manageable.

Ideal for users looking for a simple, unified solution for text
annotation with both local and cloud-based language models.
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| id | country | summary |
|:---|:----|:--------------------------------------------------------------|
| 39340096 | United States | Study results demonstrate that providing scientific explanations significantly enhanced perceptions of mRNA booster safety, effectiveness, and trust in scientists, ultimately increasing willingness to receive the booster among participants. |
| 39320049 | United States | Study results demonstrate that rural Americans are less likely to disclose marijuana use to health care providers due to stigma, potentially impacting their medical care and health outcomes. |
| 39222956 | United Kingdom | Study results demonstrate that current donors and MSM exhibit higher homophily towards a perceived prototypical UK blood donor, while ethnic minorities show the lowest levels, impacting donation likelihood. |
| 39194099 | Brazil | Study results demonstrate stronger beliefs in vaccine-related conspiracy theories predict lower vaccination intention and knowledge, with minimal changes noted despite the pandemic, highlighting the need for enhanced health education. |
| 39148747 | United States | Study results demonstrate that state firearm acquisition patterns in the U.S. are influenced by gun homicide rates, firearm laws, geographic proximity, and citizen ideology, affecting neighboring states. |
| 39105482 | Not specified | Study results demonstrate that political ideologies significantly influence biodiversity outcomes, with nationalism and socialism correlating with threatened species, while democracy promotes increased protected areas in national contexts. |
| 39340096 | United States | Study results demonstrate that informative explanations enhanced perceptions of mRNA booster safety, effectiveness, and willingness to vaccinate, while fostering trust in scientists across political ideologies. |
| 39320049 | United States | Study results demonstrate that rural Americans are less likely to disclose marijuana use to healthcare providers due to stigma, affecting their access to holistic medical care. |
| 39222956 | United Kingdom | Study results demonstrate that current donors and MSM exhibit higher homophily towards the prototypical UK blood donor, which is perceived as predominantly White, impacting ethnic minorities’ participation in blood donation. |
| 39194099 | Brazil | Study results demonstrate that belief in vaccine conspiracy theories negatively impacts vaccination intentions, with no significant changes in attitudes despite the pandemic, underscoring the need for enhanced health education. |
| 39148747 | United States | Study results demonstrate that state firearm acquisition patterns are influenced by gun homicide rates, strict laws, and ideologies, affecting inter-state dynamics and policies aimed at reducing firearm-related harms. |
| 39105482 | Not specified | Study results demonstrate that political ideologies like nationalism and socialism negatively impact biodiversity, while democracy positively influences protected area establishment, highlighting the need for tailored conservation policies. |

### Parallel processing & multiple annotators

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