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Record W4410705252 · doi:10.29173/cais1947

Reversing the Gaze

2025· article· fr· W4410705252 on OpenAlexaffvenueabout
Heather Hill, Kevin Oswald

Bibliographic record

VenueProceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsWestern University
Fundersnot available
KeywordsReversingGazeComputer sciencePsychologyComputer visionEngineeringMechanical engineering

Abstract

fetched live from OpenAlex

Library workers with disabilities remain underrepresented within libraries. This research investigates this problem by turning its gaze towards library managers who provide accommodations in the workplace to their staff. Preliminary findings indicate a strong interest in providing accommodation in the interview process and in the workplace, but a tendency not to signal that openness. Ideas for better signalling desire and willingness to accommodate for disability are recommended. Inverser le regard: la perception et l'expérience des gestionnaires des bibliothèques publiques de l’Ontario en matière d'aménagement pour les personnes handicapées RésuméLes employés des bibliothèques ayant un handicap restent sous-représentés dans les bibliothèques. Cette recherche étudie ce problème en s'intéressant aux gestionnaires de bibliothèques qui offrent des aménagements adaptés sur le lieu de travail à leur personnel. Les résultats préliminaires indiquent un intérêt marqué pour la mise en place d'aménagement adapté durant le processus d'entretien et sur le lieu de travail, mais une tendance à ne pas signaler cette ouverture. Des idées pour mieux signaler le désir et la volonté de mettre en place des aménagements adaptés sont recommandées. Mots-clésBibliothèques publiques; aménagement adapté; handicap

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.022
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.776
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.022
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.003
Scholarly communication0.0020.005
Open science0.0020.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.035
GPT teacher head0.307
Teacher spread0.271 · 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 teacher head, not a consensus.

Study designNot applicable
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

Citations0
Published2025
Admission routes3
Has abstractyes

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Same venueProceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSISame topicDisability Education and EmploymentFrench-language works237,207