An Examination of Hazing in Canadian Intercollegiate Sports
Bibliographic record
Abstract
The overall purpose of the present study was to examine hazing among university athletes in Canada. More specifically, athletes’ experiences with hazing behaviors, knowledge regarding hazing, perceptions of the nature of hazing, attitudes toward hazing, and exposure to hazing policy and prevention/intervention strategies were investigated. A total of 434 U Sports (formerly known as Canadian Interuniversity Sport) athletes from various varsity-level and club-level sports participated in the study. Results showed that 58% of athletes experienced at least one hazing behavior. Some athletes reported that coaches were not only aware of hazing behaviors, but also present while hazing behaviors occurred. Athletes who experienced hazing perceived more positive outcomes of hazing than negative, and did not report hazing incidents because they believed experiencing hazing was part of being a member of the team. A small percentage of athletes had participated in hazing prevention workshops. Implications of these findings pertain to education on hazing, hazing prevention strategies and interventions.
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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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".