Healing the Body in the “Culture of Risk”: Examining the Negotiation of Treatment between Sport Medicine Clinicians and Injured Athletes in Canadian Intercollegiate Sport
Bibliographic record
Abstract
This case study examines the relationship between the “culture of risk” and the negotiation of treatment between sport medicine clinicians and student-athletes at a large Canadian university. The evidence acknowledges that a “culture of risk” was reinforced under certain circumstances during negotiation, but was also tempered by the existence of a “culture of precaution” that worked to resist those influences. The dialectic between the cultures of risk and precaution reveals some of the tensions inherent in negotiations between clinicians and patient-athletes, and helps to complicate the notion of a “culture of risk.” Another aspect (one that has rarely if ever been examined) of the negotiation of treatment is also considered—the promotion of “sensible risks” by clinicians to injured athletes.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.012 | 0.038 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.061 | 0.039 |
| Scholarly communication | 0.010 | 0.005 |
| Open science | 0.005 | 0.014 |
| Research integrity | 0.007 | 0.010 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".