Hegemony Contests: Challenging the Notion of a Singular Canadian Hockey Nationalism
Bibliographic record
Abstract
Sports media, athletes, and the public alike have framed Canadian professional men’s hockey as an important symbol of the nation as a whole, while scholars have devoted considerable energy to pointing out that this celebrated hockey symbol tends to marginalize those in Canada who are not white, male, straight, and/or able-bodied. Yet various linguistic, racial, and ethnic minorities play and celebrate hockey in Canada, and indeed use hockey to express their own subordinated nationalisms. Their styles of play and the meanings they bring to the game have issued counter-hegemonic challenges to white, male, Anglo-Canadian hockey hegemony. Exploring the “hockey nationalisms” of Indigenous, Québécois, Acadian, and Central/Eastern European populations as case studies, this article argues for a reconsideration of Canadian hockey nationalism from below.
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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 | 0.008 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.006 | 0.009 |
| Science and technology studies | 0.023 | 0.048 |
| Scholarly communication | 0.016 | 0.005 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| 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".