“They are used to the traditional ways of doing things”: Older Men’s Experiences of Curling’s New Rationality
Bibliographic record
Abstract
Curling was perhaps once the sport the least associated with discipline and athleticism, instead having a reputation for drinking and smoking, an ethos prizing conviviality over competition, and a structure enabling amateurs to compete at the highest levels. However, during the gold-medal-winning performance of Team Brad Jacobs, a group of muscular young Canadian men, at the 2014 Winter Olympics, the public and media began celebrating changes in the sport that were already well under way. As curling enters a new era of rationalized training, fitness, and professionalization, this paper draws on interviews with older male curlers in two mid-size Canadian cities, and Ratele’s work on tradition, to ask what has been lost. Participants often embraced curling’s new emphasis on physical fitness. However, they also worried about the diminishing traditions of sociability, sportsmanship, and accessibility within the sport.
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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 | 0.006 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.024 | 0.025 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.003 | 0.006 |
| 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".