Camp health care practices and adaptations associated with COVID-19
Bibliographic record
Abstract
The COVID-19 pandemic caused significant changes in camp health care implementation. This study evaluated camp providers’ COVID-19 management practices following the summer of 2021 to inform future communicable disease planning. Online questionnaire data were collected from camp leaders and health care providers (n = 321). Reported COVID-19 cases were very low among both campers and staff. Most camps encouraged camper and staff vaccination before camp, with only a quarter requiring staff vaccination. NPIs used most frequently included cohorting, enhanced cleaning procedures, and scheduled hand hygiene. Camps also reduced the number of campers served and relocated dining, camp health care, and other activities outdoors. A positive correlation was found between requiring staff COVID vaccination and no positive COVID-19 cases. These findings offer insight into communicable disease mitigation strategies and organizational planning that can continue to keep camp populations healthy during communicable disease events like COVID-19.
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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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".