Extraordinary Normalcy, Ableist Rehabilitation, and Sporting Ablenationalism: The Cultural (Re)Production of Paralympic Disability Narratives
Bibliographic record
Abstract
In the United Kingdom, significant changes have occurred in the Paralympic media production environment and style of Paralympic broadcasting. Given the generative nature of media texts on cultural representation, the authors explore the circulation of disability narratives in contemporary Paralympic media coverage. Drawing on an integrated data set that brings together textual analysis and audience perceptions, the authors highlight the presence of three disability narratives, termed: extraordinary normalcy, ableist rehabilitation, and sporting ablenationalism. The authors unpack the ways these three narratives differ from the widely and commonly used “supercrip” critique and discuss the implications of these narratives, and the wider cultural discourses and dialogue they generate, in terms of inclusion/exclusion and progressive social change.
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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 | 0.007 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.009 | 0.035 |
| Scholarly communication | 0.013 | 0.008 |
| Open science | 0.001 | 0.011 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".