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Record W2991226315 · doi:10.15353/cjds.v8i5.565

Policy or Pathologization?: Questions into the Rhetoric of Inclusion and Acceptance in Schools

2019· article· en· W2991226315 on OpenAlexvenueaboutno aff
Jillian Corena Stagg

Bibliographic record

VenueCanadian Journal of Disability Studies · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicFeminist Theory and Gender Studies
Canadian institutionsnot available
Fundersnot available
KeywordsInclusion (mineral)QueerSociologyRhetoricAgency (philosophy)Inclusion–exclusion principleGender studiesGovernment (linguistics)PoliticsDisability studiesHeterosexismPolitical scienceLawHomosexualitySocial science

Abstract

fetched live from OpenAlex

In the wake of a study released by the Public Health Agency of Canada in 2012 that focused on student belonging, safety, and inclusion in schools, the Ontario government introduced the Accepting Schools Act (Bill 13), which was successively passed into law that year. As an amendment to the longstanding Education Act, Bill 13 was a turning point for discourse surrounding safe and accepting schools, due to a specific focus on bullying, discrimination, and inclusion in fostering positive school climates. Following the recurrent rhetoric of inclusion, however, Bill 13 – as both policy and practice – failed to locate and identify discrimination and exclusion as both systemic and structural problems. In doing so, Bill 13, and similar inclusive policies to follow, merely advocated for the inclusion of marginalized and “at-risk” students, while continuing to cite and valorize heteronormative, ableist, and colonial values as the benchmark of inclusion and belonging. Using the insights of critical pedagogy, queer studies, and critical disability studies, this paper aims to extend the dialogue of inclusion beyond the student “at-risk,” and instead, examine the ways that policy rhetoric upholds hostile and oppressive school climates. Thus, this paper argues for a critical reexamination of the ways in which colonial, ableist, and heterosexist standards of normality manifest in inclusive discourse and practice. In doing so, schools, policy-makers, students, and staff can move beyond damaging discourses that hinder the positive development of queer, two-spirit, trans, and questioning students, and in particular, students whose queerness intersects with their race, class, and/or disability.

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)0.021
metaresearch head score (Gemma)0.032
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 score0.922
Threshold uncertainty score0.258

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.032
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0240.141
Scholarly communication0.0200.021
Open science0.0020.010
Research integrity0.0080.013
Insufficient payload (model declined to judge)0.0030.001

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 head0.036
GPT teacher head0.368
Teacher spread0.333 · 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

Citations4
Published2019
Admission routes2
Has abstractyes

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Same venueCanadian Journal of Disability StudiesSame topicFeminist Theory and Gender StudiesFrench-language works237,207