National Media Coverage and the Creation of a Canadian ‘Hockey World’: The Winnipeg-Montreal Stanley Cup Hockey Challenges, 1899–1903
Bibliographic record
Abstract
This essay examines media coverage of five Stanley Cup hockey championship series played between hockey clubs based in Winnipeg and Montreal from 1899 to 1903. Coverage of the Winnipeg–Montreal challenges contributed significantly to the growth of a Canadian ‘hockey world’ – and a broader ‘world of sport’ – during the late nineteenth and early twentieth centuries. First, press reports and telegraph re-enactments linked fans in Winnipeg and Montreal together. At the same time, newspapers in other Canadian centres provided coverage of Stanley Cup matches. As the media constructed a shared sports information system throughout Canada, people were drawn into a wide-ranging community of interest centred on sport. Telegraph bulletins, in particular, gave fans a strong sense of participation in games that were being played in other places. By 1903, Stanley Cup hockey challenges had become ‘national’ Canadian events, followed by audiences across the country through news stories and ‘live’ telegraph reconstructions.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.012 | 0.007 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.015 | 0.001 |
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".