Students’ perceptions of learning environment and their leisure-time exercise in medical school: Does sport background matter?
Bibliographic record
Abstract
INTRODUCTION: The effectiveness of medical school efforts in addressing suboptimal student wellbeing rests, in part, on how students perceive their learning environment. The study aim was to determine whether students' sport background was a contributing factor in students' perceptions of the medical program as supportive of their basic psychological needs for autonomy, competence, and relatedness. We also examined the relationship between sport background and students' leisure-time exercise in medical school. METHODS: Using an online questionnaire, quantitative data were collected from students enrolled in the 4‑year medical program at a large Canadian university. Two hundred (n = 200) students had complete responses on the measures used in the study. Analysis of variance and correlational analysis were used to examine the relationships between students' sport background, their perceptions of the learning environment, and leisure-time exercise in medical school. RESULTS: Compared with students with no sport background, students with a team sport background perceived their need for relatedness to be satisfied to a greater degree in the medical program. Students who pursued sports at higher levels of involvement (competitively) perceived the medical program as more autonomy-supportive than students who pursued sports at lower levels of involvement (recreationally). Irrespective of their sport background, students' involvement in leisure-time exercise decreased over the years in the medical program. However, students with a sport background engaged in leisure-time exercise in medical school to a greater extent than students with no sport background. DISCUSSION: The findings indicate that sport background is associated with students' perceptions of the learning environment as supportive of their needs for autonomy and relatedness, but not for competence, and is linked to their leisure-time exercise in medical school. The observed relationships could help inform medical schools curricular initiatives in preventing student burnout right from the start of medical school.
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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 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.033 | 0.001 |
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".