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Record W4411146264 · doi:10.5206/cie-eci.v54i1.21125

L'équité en acte : retour sur l'expérience d'étudiant.e.s d'origine immigrante inscrit.e.s dans un dispositif novateur de formation initiale en enseignement en Alberta

2025· article· fr· W4411146264 on OpenAlexaffvenueabout
Marianne Jacquet

Bibliographic record

VenueComparative and International Education · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicEducation, sociology, and vocational training
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsHumanitiesPhilosophy

Abstract

fetched live from OpenAlex

Cet article aborde l'expérience d'étudiant.e.s d'origine immigrante (ÉOI) inscrit.e.s à un nouveau cours pilote à soutenir leur insertion socioprofessionnelle en enseignement en Alberta. Ce cours a été développé et enseigné en collaboration avec deux enseignantes d'expérience d'origine immigrante exerçant dans différents contextes scolaires en Alberta. Il articule conjointement la pratique réflexive et la décentration interculturelle au moyen d’observations participante dans les écoles ainsi que les exigences d'équité, de diversité et d'inclusivité. Les données qualitatives recueillies au moyen d’un sondage volontaire auprès des étudiant.es et d’échantillon de leur travail final témoignent d’une expérience positive dans ce cours. Les ÉOI ayant particulièrement apprécié d’être confrontés au réel dans les écoles et de bénéficier de l’expertise complémentaire et ancrée de l’équipe enseignante. Enfin, la pratique réflexive et de décentration interculturelle a été un exercice novateur pour les ÉOI facilitant le passage d’un monde à l’autre, quoique plusieurs contraintes en limite son exercice.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.337
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.122
GPT teacher head0.431
Teacher spread0.309 · 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 designQualitative
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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