Elite Canadian Women Rugby Athletes’ Attitude to and Experience of Physical Aggression
Bibliographic record
Abstract
Elite Canadian women rugby union athletes’ ( N = 10) attitude to and experience of physical aggression was investigated in this study. The methodology adopted in this postpositivist study was a deductive qualitative approach and involved theoretical thematic data analysis. The analysis and interpretation of data was informed by Kerr’s distinction between sanctioned and unsanctioned forms of aggression. Open-ended, semistructured interviews provided ample evidence that rugby provided pleasurable experiences through active physicality and sanctioned play aggression. With regard to unsanctioned aggression, backs and forwards recounted incidents of unsanctioned aggression perpetrated against them by opponents. Backs’ interview statements indicated no real involvement in unsanctioned aggression, but the majority of forwards had perpetrated acts of anger and power-unsanctioned aggression against opponents. No incidents of thrill-based unsanctioned aggression were described by the elite women athletes. Suggestions for future aggression research are discussed.
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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 | 0.001 | 0.002 |
| 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".