Stress, anxiety, and sleep among college and university students during the COVID-19 pandemic
Bibliographic record
Abstract
OBJECTIVE: We categorized levels of self-reported stress, anxiety, worry, and sleep among US college and university students during the COVID-19 pandemic. METHODS: We conducted an anonymous online survey between May 7 and June 21, 2020. RESULTS: Nearly all participants reported worry about the pandemic. Nearly half (95% CI: 43.3-51.3) reported moderate-to-severe anxiety, and 42.0% (95% CI: 38.0-45.9) reported experiencing poor sleep quality. Those with moderate-to-severe anxiety were more likely (OR: 3.3; 95% CI: 2.4-4.7) to report poor sleep quality than those with less anxiety. Moderate or extreme worry about the pandemic was associated with poor sleep quality (OR: 1.5; 95% CI: 1.1-2.1). CONCLUSIONS: Our survey found high levels of stress, worry, anxiety, and poor sleep among US college and university students during the early months of the pandemic. Universities should prioritize access to resources for healthy coping to help students manage anxiety and improve sleep quality as the pandemic continues.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".