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Record W4382236810 · doi:10.1111/gwao.13009

Episodic disability in the neoliberal university: Stories from the Canadian context

2023· article· en· W4382236810 on OpenAlexafffundabout
Carla Rice, Elisabeth Harrison, Carla Giddings, Sally Chivers, Sonia Meerai, Hilde Zitzelsberger

Bibliographic record

VenueGender Work and Organization · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsWomen's and Gender Studies et Recherches FéministesUniversity of GuelphYork UniversityOntario Tech UniversityTrent UniversityWilfrid Laurier UniversityCanadian Mental Health Association
FundersCanadian Institutes of Health ResearchSocial Sciences and Humanities Research Council of CanadaCanada Research Chairs
KeywordsPrecarityNeoliberalism (international relations)SociologyPraxisGender studiesEmbodied cognitionContext (archaeology)Power (physics)IntersectionalityDisability studiesMedia studiesPolitical scienceSocial scienceLawEpistemology

Abstract

fetched live from OpenAlex

Abstract This article explores how episodic disability (ED) is created and intensified by, present within, and pushed out of the neoliberalized academy in Canada. ED is an umbrella term for a range of physical, mental, and neurological conditions characterized by fluctuation and unpredictability. Over two million working‐age Canadians are affected by ED, with women more likely to be impacted. To consider how ED interacts with post‐secondary education, we put feminist disability theories of embodied precarity, crip time, and disability justice into conversation with multimedia stories created by post‐secondary women workers with EDs, with story‐makers contextualizing and theorizing their creations, and revealing their complex embodied and embedded experiences. We chose these from stories generated in two research projects focused on transforming negative concepts of disability to serve as an “archivy” of embodied precarity that challenges ED's erasure in the academy. We think with the stories to analyze power and resistance in and on gendered and raced academic bodies along three overlapping themes: debility and vulnerability in the neoliberal university; fault‐lines of neoliberal time and embodied time; and EDs as produced in, and pushed out of, the neoliberal academy. Considering interrelations between ED and post‐secondary education under neoliberalism, we argue that feminist disability theory and justice praxis challenge debilitating and exclusionary expectations that harm people with EDs in and outside of the academy.

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)0.003
metaresearch head score (Gemma)0.009
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.118
Threshold uncertainty score0.855

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.006
Science and technology studies0.0680.029
Scholarly communication0.0130.005
Open science0.0040.011
Research integrity0.0040.008
Insufficient payload (model declined to judge)0.0070.001

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 head0.033
GPT teacher head0.260
Teacher spread0.227 · 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

Citations9
Published2023
Admission routes3
Has abstractyes

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