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Record W4391600470 · doi:10.60082/2563-8505.1442

Does the Supreme Court of Canada Give a “Freak” About Disability Dignity?: The Inclusion Fallacy 25 Years After Eldridge

2023· article· en· W4391600470 on OpenAlexaffabout
Ena Chadha, E. Turner Rogers

Bibliographic record

VenueSupreme Court law review · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsStatistics Canada
Fundersnot available
KeywordsSupreme courtJurisprudenceOppressionLawDignityFallacyEquity (law)PsychologyMedical model of disabilitySociologyPolitical sciencePsychiatry

Abstract

fetched live from OpenAlex

For almost 20 years, the Supreme Court of Canada increasingly rejected the idea of disability as an inherent impairment and progressively endorsed the social model of disability, which recognizes the disabling condition is a consequence of structural and societal factors. However, recent Supreme Court jurisprudence has resurfaced the fallacy of disability being defined by individual defects and deviance. This paper surveys the Court’s disability discrimination jurisprudence from the seminal Eldridge v. British Columbia decision to the splintered Ward v. Quebec decision, examining how the Court appears to be retreating from the social model’s understanding of disability being a product of systemic oppression and prejudicial attitudes, to a retrenchment of the antiquated notion that disabled people are freaks of nature and side-show spectacles. The paper posits that, by affırming a comedian’s freedom to ridicule and demean a child with multiple disabilities, the Court in Ward revived the so-called freak model of disability and condoned the exploitation of disability for able-bodied amusement. It concludes that Ward reveals there is still much work to do to achieve full equity and inclusion for people with disabilities in Canada.

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 imitation

Not 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.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.125
Threshold uncertainty score0.910

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0330.024
Scholarly communication0.0140.004
Open science0.0040.004
Research integrity0.0140.016
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.023
GPT teacher head0.315
Teacher spread0.292 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2023
Admission routes2
Has abstractyes

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