MétaCan
Menu
Back to cohort
Record W4406310695 · doi:10.1522/rhe.v9i1.1746

Une collaboration entre enseignantes et chercheuses pour soutenir le développement des compétences en littératie des élèves par des pratiques d’enseignement et de gestion de la classe cohérentes en contexte d’oral réflexif

2025· article· fr· W4406310695 on OpenAlexaffvenue
Kathleen Sénéchal, Geneviève Brassard, Mélanie Dumouchel, Geneviève Messier

Bibliographic record

VenueRevue hybride de l éducation · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicEducation, sociology, and vocational training
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsHumanitiesPolitical scienceSociologyPhilosophy

Abstract

fetched live from OpenAlex

Notre équipe a mené une recherche collaborative de trois ans dont l’objectif était de coconstruire, avec des personnes enseignantes du primaire, des pratiques d’enseignement et de gestion de la classe cohérentes soutenant le développement des compétences en littératie des élèves par l’intermédiaire de l’oral réflexif. Corédigé avec une enseignante participante, l’article présente, d’une part, la façon dont la collaboration au sein du projet a permis le développement professionnel et la transformation des pratiques d’enseignement en vue de donner davantage la parole aux élèves ainsi que, d’autre part, les implications d’une telle forme de collaboration pour les personnes enseignantes et chercheuses.

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)0.030
metaresearch head score (Gemma)0.041
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 score0.030
Threshold uncertainty score0.158

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0300.041
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0130.015
Scholarly communication0.0150.015
Open science0.0020.021
Research integrity0.0040.008
Insufficient payload (model declined to judge)0.0150.003

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 head0.156
GPT teacher head0.444
Teacher spread0.288 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueRevue hybride de l éducationSame topicEducation, sociology, and vocational trainingFrench-language works237,207