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@jaytimm
jaytimm committed Oct 7, 2024
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Expand Up @@ -46,12 +46,6 @@ pmids <- puremoe::search_pubmed('("political ideology"[TiAb])',
sleep = 1)
```

``` r
pmids |> dplyr::mutate(ab = truncate_abstract_vector(abstract, 20)) |>
dplyr::select(pmid, year, articletitle, ab) |>
head(3) |> knitr::kable()
```

| pmid | year | articletitle | ab |
|:---|:--|:----------------------------|:------------------------------------|
| 39340096 | 2024 | Messaging to Reduce Booster Hesitancy among the Fully Vaccinated. | Vaccine hesitancy was a serious problem in the United States throughout the COVID-19 pandemic, due in part to the reduction … |
Expand All @@ -70,8 +64,8 @@ pmids |> dplyr::mutate(ab = truncate_abstract_vector(abstract, 20)) |>
##
## Expected Output:
## {
## "country_studied": "Country or countries where
## the study was conducted.",
## "country": "Country or countries where the study
## was conducted.",
## "summary": "Study results demonstrate ...
## (summary of the research findings in 30 words)."
## }
Expand Down Expand Up @@ -99,30 +93,26 @@ class_task1 <- hollr::hollr(
)
```

``` r
class_task1 |> knitr::kable()
```

| id | annotator_id | attempts | success | country_studied | summary |
|:--|:---|--:|:--|:---------------------|:---------------------------------------|
| 39340096 | Q0qAxTCzJl | 1 | TRUE | United States | Study results demonstrate that providing safety and effectiveness explanations significantly enhanced participants’ trust in vaccine technology and willingness to receive the mRNA booster, regardless of political ideology. |
| 39320049 | Q0qAxTCzJl | 1 | TRUE | United States | Study results demonstrate that rural Americans face stigma affecting their disclosure of marijuana use to healthcare providers, contrasting with urban residents who report usage more openly. |
| 39222956 | Q0qAxTCzJl | 1 | TRUE | United Kingdom | Study results demonstrate that current donors and MSM exhibit higher homophily to the prototypical UK blood donor, impacting ethnic minorities’ donation likelihood, highlighting recruitment strategy needs. |
| 39194099 | Q0qAxTCzJl | 1 | TRUE | Brazil | Study results demonstrate that stronger belief in vaccine conspiracy theories correlates with lower vaccination intention and knowledge, highlighting the need for health education to counter misinformation. |
| 39148747 | Q0qAxTCzJl | 1 | TRUE | United States | Study results demonstrate that firearm acquisition patterns in U.S. states are influenced by homicide rates, firearm laws, geography, and citizen ideology, affecting inter-state firearm acquisition dynamics. |
| 39105482 | Q0qAxTCzJl | 1 | TRUE | The study does not specify a particular country, but it investigates national regime ideology and biodiversity outcomes globally. | Study results demonstrate that political ideologies like nationalism and socialism adversely affect threatened species, while increased democracy enhances protected area establishment, highlighting the link between politics and biodiversity. |
| 39102194 | Q0qAxTCzJl | 1 | TRUE | High- and low-income countries worldwide | Study results demonstrate that politicization of COVID-19 led to poorer health outcomes, higher infection rates, and vaccine hesitancy among conservatives compared to the left-wing populace across diverse countries. |
| 39101909 | Q0qAxTCzJl | 1 | TRUE | United States | Study results demonstrate that pro-diversity messages in recruitment can backfire, eliciting hiring biases based on race and political ideology, potentially undermining diversity initiatives’ intended outcomes. |
| 39101906 | Q0qAxTCzJl | 1 | TRUE | United States | Study results demonstrate significant differences in collective memory between Black and White Americans, with race-relevant events increasing following the murder of George Floyd, highlighting the malleability of collective memories. |
| 39093836 | Q0qAxTCzJl | 1 | TRUE | Poland | Study results demonstrate public acceptance of energy sources in Poland is primarily influenced by political ideology, with environmental attitudes and economic factors also playing significant roles. |
| id | country | summary |
|:--|:----------|:---------------------------------------------------------|
| 39340096 | United States | Study results demonstrate that providing scientific explanations about mRNA booster safety and effectiveness significantly increased willingness to get boosted and improved trust in scientists among participants. |
| 39320049 | United States | Study results demonstrate that rural Americans are less likely to disclose marijuana use to healthcare providers due to stigma, impacting their health outcomes and effective medical care. |
| 39222956 | United Kingdom | Study results demonstrate that perceptions of the prototypical UK blood donor influence donation behavior, with ethnic minorities showing the lowest homophily and higher homophily linked to greater donation commitment. |
| 39194099 | Brazil | Study results demonstrate that stronger belief in vaccine conspiracy theories correlates with lower vaccination intention and knowledge, while political ideology and demographics influence these beliefs over time. |
| 39148747 | United States | Study results demonstrate that firearm acquisition patterns across U.S. states are influenced by gun homicide rates, firearm law strictness, and geographic and ideological factors, impacting regional policy effectiveness. |
| 39105482 | Not specified | Study results demonstrate that political ideologies like nationalism and socialism negatively influence threatened animal species, while democracy positively affects protected area establishment, indicating the importance of tailored conservation policies. |
| 39102194 | High- and low-income countries worldwide. | Study results demonstrate that COVID-19 politicization influenced public health compliance, with conservatives showing increased vaccine hesitancy and poorer health outcomes compared to their left-wing counterparts. |
| 39101909 | United States | Study results demonstrate that pro-diversity messages in job recruitment can unintentionally foster hiring biases based on political ideology, affecting both conservative and liberal hiring recommendations for minorities. |
| 39101906 | United States | Study results demonstrate notable differences in collective memory between Black and White Americans, with Black participants emphasizing race-relevant events, and memories showing temporary malleability after George Floyd’s murder. |
| 39093836 | Poland | Study results demonstrate that political ideology significantly influences public acceptance of energy sources in Poland, alongside environmental attitudes, risk perception, and economic factors affecting energy policy support. |

### Parallel processing & multiple annotators

``` r
class_task2 <- hollr::hollr(
model = 'gpt-4o-mini',
id = hollr::political_ideology$pmid[1:10],
user_message = class_task_prompt[1:10],
id = pmids$pmid[1:10],
user_message = prompt[1:10],
cores = 7,
annotators = 3,
max_attempts = 7,
Expand Down Expand Up @@ -169,9 +159,8 @@ llm = 'meta-llama/Meta-Llama-3.1-8B-Instruct'
``` r
local_seq <- hollr::hollr(
model = llm,
id = hollr::political_ideology$pmid[1:10],
user_message = class_task_prompt[1:10],
# cores = 7,
id = pmids$pmid[1:10],
user_message = prompt[1:10],
annotators = 3,
#max_attempts = 7,
force_json = F,
Expand All @@ -186,9 +175,9 @@ local_seq <- hollr::hollr(
``` r
batch_seq <- hollr::hollr(
model = llm,
id = hollr::political_ideology$pmid[1:10],
user_message = class_task_prompt[1:10],
# cores = 7,
id = pmids$pmid[1:10],
user_message = prompt[1:10],

annotators = 3,
#max_attempts = 7,
force_json = F,
Expand Down

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