Troubling Bodies: “The Canadian Girl,” the Ice Rink, and the Banff Winter Carnival
Bibliographic record
Abstract
This study considers the politics of ex/inclusion and access to the socially constituted ice rink and how ideological meanings about athleticism, physicality, femininity, and masculinity that these dynamic processes (re)produce are attributed (in often troubling ways) to bodies in specific sport spaces. By considering the political economy of women’s hockey at the Banff Winter Carnival within the context of women’s hockey in Alberta in the 1920s and 1930s, the author discusses how women’s bodily practices as hockey players have significance beyond the outdoor rinks at the carnival in that they signify the extent to which women’s bodies have become temporarily attached to the “Canadian” practice of hockey. These moments reflect political circumstances that enable this attachment and illuminate the complex tensions that develop when bodies not expected to enter certain spaces do so.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.053 | 0.050 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.008 | 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".