A Creative Nonfiction Approach to Illustrate Sport Experiences of Girls and Women Athletes With Disabilities, From the Perspective of Canadian Athletes and Coaches
Bibliographic record
Abstract
Using narrative inquiry as a theoretical and methodological framework, the purpose of this research was to understand the Para sport landscape as it pertains to girls and women with disabilities in Canada, from the perspectives of athletes and coaches. We recruited five girls and women athletes with disabilities and six Para sport coaches to participate in semistructured interviews. Data were analyzed using a thematic narrative analysis. Using creative nonfiction, we present three composite vignettes to illustrate our participants' experiences and recommendations toward the promotion of girls and women with disabilities in sport. This exploratory study shines light on intersectional inequities experienced in sport (e.g., discriminatory coaching attitudes) but also the potential of sport toward supporting community and empowerment. Practical recommendations are offered to coaches, sport programmers, administrators, and policymakers in pursuit of creating positive and inclusive sport environments for girls and women with disabilities.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".