Willingness to be vaccinated, preventative behaviors, and social contact patterns during the COVID-19 pandemic among US college students
Bibliographic record
Abstract
Objective: To assess the frequency of preventative COVID-19 behaviors and vaccination willingness among United States (US) college and university students during the COVID-19 pandemic. Participants: Participants (N = 653) were ≥18 years old and students at institutions for higher education in the US in March 2020. Methods: Students self-reported preventative behaviors, willingness to be vaccinated, and social contact patterns during four waves of online surveys from May-August 2020. Results: Student engagement in preventative behaviors was generally high. The majority of students intended to be vaccinated (81.5%). Overall, there were no significant differences in the proportion adopting preventative behaviors or in willingness to be vaccinated by sex or geographic location. The most common reason for willingness to get vaccinated was wanting to contribute to ending COVID-19 outbreaks (44.7%). Conclusions: Early in the pandemic, college students primarily reported willingness to vaccinate and adherence to preventative behaviors. Outreach strategies are needed to continue this momentum.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".