“I Feel We are Inclusive Enough”: Examining Swimming Coaches’ Understandings of Inclusion and Disability
Bibliographic record
Abstract
In this study, semi-structured interviews were conducted with eight Victorian swimming coaches to examine the discourses of disability1 and inclusion that they expressed in relation to their current coaching practices. Analysis specifically pursued links between neoliberalism, ableism, elitism, classification and inclusion in coaching, with the intention of exploring what discourse relations are possible, imaginable and practical within what have been referred to as neoliberal-ableist times. Findings reveal that coaches replicate and reproduce elitist, ableist assumptions about the body and sport. The discussion prompts a consideration of how rationalities and techniques of inclusion are limited under the prevailing political context.
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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 | 0.013 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.016 | 0.041 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.002 | 0.016 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.002 | 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".