Stress and Coping Among Adolescents Across a Competitive Swim Season
Bibliographic record
Abstract
This study qualitatively examined the congruence between anticipated and experienced stressors and coping, and approaches to coping by elite adolescent swimmers across a competitive season. Eight swimmers were interviewed before and after 4 swim meets in a season. Data collection and analysis were guided by theories of stress and coping. Accuracy of anticipating stressors was low, and the stressors and coping strategies were variable across the season. Idiographic profiles were created for each athlete and grouped according to similar characteristics. Three groups included athletes who (a) generally perceived stressors as something to be avoided, (b) generally perceived stressors as problems to be solved, or (c) generally perceived swimming as fun and minimally stressful. These patterns appeared to be associated with anticipating stressors, highlighting the complex and dynamic nature of stress and coping among adolescent athletes.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.002 |
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; both teacher heads agree on what is shown here.
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".