Sport and Recreation in Canadian History
Bibliographic record
Abstract
<JATS1:p>Serving as a foundation for critical discussion about the importance of the past, Sport and Recreation in Canadian History covers the historical events, people, and moments that shape Canadian sport in the present and future. While this text focuses on sport and recreation practices on these lands now claimed by Canada, it is set within a larger historical context of interconnecting social and cultural practices to speak to the sustained tensions, complexities, and contradictions prevalent in Canadian society.</JATS1:p> <JATS1:p>The editor, Dr. Carly Adams, and her 17 contributing experts from across Canada bring the latest research in all areas of Canadian sport history to life and present a thorough look at the nation’s past events. The text challenges the dominant narratives and encourages students to think critically about Canadian sport history. It examines how gender, ethnicity, race, religion, ability, class, and other systems of oppression and privilege have shaped sport and recreation practices, with Canadian sporting culture reproducing many of the same oppressive systems that exist on the larger scale.</JATS1:p>
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.008 |
| Science and technology studies | 0.018 | 0.008 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.017 | 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".