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From flexibility to accommodation? Disabled people and the reinvention of paid work

2004· article· en· W2132342420 on OpenAlexafffund
Robert Wilton

Bibliographic record

VenueTransactions of the Institute of British Geographers · 2004
Typearticle
Languageen
FieldHealth Professions
TopicEmployment and Welfare Studies
Canadian institutionsMcMaster University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsAccommodationScholarshipFlexibility (engineering)SociologyWork (physics)Disabled peopleIdentity (music)Gender studiesPublic relationsAestheticsPsychologyPolitical scienceManagementLawEconomicsEngineering

Abstract

fetched live from OpenAlex

Scholarship on ‘flexible’ work and changing organizational cultures has had little to say about the implications of these developments for disabled people. Drawing on in‐depth interviews, this paper examines the ways in which disabled workers struggle over accommodations in contemporary workplaces. Analysis reveals a number of themes concerning training, speed at work, and emotional and aesthetic labour. At their core, these themes concern the ability of workers to exercise control over the labour process. Efforts to obtain accommodation are frustrated by multiple strategies that include people's propensity to self‐discipline in the interests of achieving a valued identity through paid work. The paper argues in conclusion that accommodation, as both discourse and practice, offers a conceptual resource for rethinking contemporary employment with implications for both disabled and non‐disabled workers.

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)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0090.048
Scholarly communication0.0090.006
Open science0.0010.012
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.025
GPT teacher head0.320
Teacher spread0.295 · 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 designObservational
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

Citations49
Published2004
Admission routes2
Has abstractyes

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