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Record W4411930209 · doi:10.7202/1118371ar

La diversité culturelle en formation à l’enseignement : analyse de la situation en Suisse romande

2025· article· fr· W4411930209 on OpenAlexvenueno aff
Myriam Radhouane, Abdeljalil Akkari

Bibliographic record

VenueAlterstice Revue internationale de la recherche interculturelle · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicEducational Practices and Policies
Canadian institutionsnot available
Fundersnot available
KeywordsGeographyPolitical science

Abstract

fetched live from OpenAlex

Lacunaire, facultative, peu développée… nombreux sont les qualificatifs utilisés pour décrire la formation des enseignants en matière de prise en compte de la diversité culturelle au sein de la recherche internationale. En écho à ces constats, notre étude propose un état des lieux des formations d’enseignants dans ce domaine en Suisse romande. En soumettant un questionnaire aux formateurs responsables des questions de diversité culturelle, nous avons eu accès à leur perception de cette formation, aux contenus de leurs enseignements, mais aussi à leur perspective quant à la mobilisation des identités culturelles des étudiants. Nos données, majoritairement qualitatives, ont été analysées dans une logique d’analyse de contenu et ont été mises en perspective à l’aide de la typologie des approches de l’éducation multiculturelle de Sleeter et Grant.

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)0.010
metaresearch head score (Gemma)0.013
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 score0.028
Threshold uncertainty score0.071

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.004
Science and technology studies0.0100.014
Scholarly communication0.0080.004
Open science0.0010.007
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.001

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 head0.076
GPT teacher head0.402
Teacher spread0.326 · 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 routes1
Has abstractyes

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Same venueAlterstice Revue internationale de la recherche interculturelleSame topicEducational Practices and PoliciesFrench-language works237,207