Bibliographic record
Abstract
This paper explores the integration of Paralympic athletes into Athletics Canada. Highlighting the charitable foundation of sport for the disabled as well as the issue of classification, this paper offers insight into the habitus of Paralympic athletics as a key factor influencing this integration process. Integration is conceptualized on a continuum of compliance where true integration is the goal and segregation is frowned upon. Using ethnographic data collected in participant observation roles as an athlete, administrator, and journalist, the paper illuminates the success of the Paralympics in capturing the imagination of the Canadian public. At the same time, the process of integration within Athletics Canada has been less than successful because the achievement of athletes with disabilities is not as valued, by those who administer the sport, as those of their "able" counterparts. To this end the integration process within Athletic Canada appears to be stuck at the uncomfortable point of accommodation, which means that a truly integrated sport system is still a goal to be achieved.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.023 | 0.005 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".