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Record W2000753945 · doi:10.15353/cjds.v2i1.68

Towards renewed descriptions of Canadian disability movements: Disability activism outside of the non-profit sector

2013· article· en· W2000753945 on OpenAlexaffvenueabout
Christine Kelly

Bibliographic record

VenueCanadian Journal of Disability Studies · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsCarleton University
Fundersnot available
KeywordsDisability studiesSocial movementMedical model of disabilityLegislationNeoliberalism (international relations)Political scienceProfit (economics)SociologyPolitical economyPublic relationsGender studiesPoliticsPsychologyLawEconomics

Abstract

fetched live from OpenAlex

There are a limited number of academic accounts of disability movements in Canada; however, the existing literature provides relatively consistent descriptions. According to this literature, the disability movement seeks incremental, rather than radical, change through government-led policy, legislation and legal challenges. This work explicitly or implicitly uses the activities and actors from non-profit disability organizations as the platform for documenting and analyzing the movement. In this article, I argue the documented parameters of the Canadian disability movement are only part of the picture. There is a much broader and conflicted world of activism in Canada, constituting multiple disability movements. This article looks beyond the non-profit sector and incorporates expanded definitions of 'activism' inspired by third-wave feminisms to reveal a more complex picture of contemporary Canadian disability movements. The article proceeds with a brief summary of existing descriptions of the disability movement in Canada. I then discuss the challenges faced by non-profit organizations in a period of hyper-neoliberalism and suggest social and economic factors push radical and creative disability activism outside of this sector. I provide five counter examples of Ontario-based disability activists and artists who disrupt the existing accounts and broaden our understanding of who and what constitute disability activism. The article concludes by providing some questions and tentative characteristics that head towards renewed descriptions of disability movements 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)0.004
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.215
Threshold uncertainty score0.910

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0080.010
Science and technology studies0.0290.035
Scholarly communication0.0170.005
Open science0.0030.006
Research integrity0.0030.006
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 head0.079
GPT teacher head0.327
Teacher spread0.249 · 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 designQualitative
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

Citations13
Published2013
Admission routes3
Has abstractyes

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