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Record W1564055503 · doi:10.29173/cjs10479

Workplace accommodation and audit-based evaluation process for compliance with the Employment Equity Act: inclusionary practices that exclude—an institutional ethnography

2011· article· en· W1564055503 on OpenAlexaffvenueabout
Jean Louis Deveau

Bibliographic record

VenueThe Canadian Journal of Sociology · 2011
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety Research
Canadian institutionsAgriculture and Agri-Food Canada
Fundersnot available
KeywordsAccommodationAuditOfficerSociologyCommissionEquity (law)Compliance (psychology)Public administrationBusinessPolitical scienceLawAccountingPsychology

Abstract

fetched live from OpenAlex

Matt kept the operable window in his office open all the time because he needed unlimited access to fresh air. This was terminated after a Heating, Ventilation, and Air Conditioning system was installed in his Government of Canada office building. After Matt’s access to fresh air became mechanically controlled through extra-locally developed air quality standards, the workplace became a barrier for him. Matt was deemed to suffer from a disability known as environmental sensitivity because he became ill every time he spent more than 45 minutes inside his office building. Yet, according to a textually-mediated assessment of Matt’s workplace performed by a Compliance Review Officer from the Canadian Human Rights Commission, his workplace was barrier-free. Using Dorothy E. Smith’s institutional ethnography, this paper explicates how the social organization of workplace accommodation and compliance—processes that were developed to promote inclusion—are exclusionary.

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)0.066
metaresearch head score (Gemma)0.092
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 score0.980
Threshold uncertainty score0.348

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0660.092
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0130.012
Scholarly communication0.0070.004
Open science0.0020.006
Research integrity0.0020.003
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 head0.543
GPT teacher head0.575
Teacher spread0.032 · 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

Citations16
Published2011
Admission routes3
Has abstractyes

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