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Record W4416331290 · doi:10.1522/rhe.v9i3.1819

Intégrer des stratégies à la formation disciplinaire pour soutenir le développement de la compétence culturelle en enseignement du français

2025· article· fr· W4416331290 on OpenAlexaffvenueabout
Vicky Montambault, Marie-Hélène Forget

Bibliographic record

VenueRevue hybride de l éducation · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicContemporary art, education, critique
Canadian institutionsUniversité du Québec à Trois-Rivières
Fundersnot available
KeywordsOccupational trainingCultural environmentProfessional qualificationContext (archaeology)

Abstract

fetched live from OpenAlex

Cet article présente les étapes d’un projet de recherche-développement en cours à l’Université du Québec à Trois-Rivières qui vise à préparer le futur personnel enseignant de français au secondaire à jouer son rôle de médiateur d’éléments de culture. En identifiant certains enjeux relevés par les personnes participantes quant à la question du rehaussement culturel dans les cours universitaires et en les faisant dialoguer avec les connaissances issues de la recherche, les chercheuses proposent des stratégies de formation qui tiendraient compte de la réalité professionnelle des personnes étudiantes et qui développeraient leur compétence culturelle. Quelques-unes de ces stratégies seront esquissées en guise de conclusion.

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)0.027
metaresearch head score (Gemma)0.020
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 score0.333
Threshold uncertainty score0.662

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0270.020
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0200.021
Scholarly communication0.0170.007
Open science0.0020.009
Research integrity0.0040.004
Insufficient payload (model declined to judge)0.0080.001

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 head0.034
GPT teacher head0.324
Teacher spread0.290 · 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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