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Record W7128588849 · doi:10.7202/1123000ar

L’EDI comme instrument d’action publique : l’exemple des organisations culturelles au Canada

2025· article· fr· W7128588849 on OpenAlexaffvenueabout
Julie Bérubé, Julien Doris

Bibliographic record

VenueDiversité urbaine · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicCultural Industries and Urban Development
Canadian institutionsUniversité du Québec en Outaouais
Fundersnot available
KeywordsPublicsPromotion (chess)Face (sociological concept)PoliticsPublic policy

Abstract

fetched live from OpenAlex

Restituant une étude conduite en 2020-2021, cet article postule que les dispositifs d’équité, de diversité et d’inclusion (EDI) sont devenus de véritables instruments d’action publique (Halpern et al., 2014). L’étude traite des organisations culturelles, de leurs efforts, de leurs besoins et des défis auxquels elles font face pour intégrer l’EDI. Elle repose sur 65 entrevues semi-structurées avec des artistes et des personnes travaillant dans des organisations culturelles de quatre villes canadiennes. Les résultats mettent en évidence un besoin de ressources additionnelles et des enjeux structurels importants. Malgré les cadres normatifs en vigueur au Canada et les ressources existantes, les résultats montrent que l’inclusion des publics et la promotion de différentes formes d’arts demeurent de véritables enjeux pour approfondir l’EDI dans le champ de la culture.

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)0.005
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.110
Threshold uncertainty score0.798

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.005
Science and technology studies0.0200.010
Scholarly communication0.0110.003
Open science0.0010.006
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0050.000

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 head0.054
GPT teacher head0.264
Teacher spread0.210 · 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 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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