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Record W4417496913 · doi:10.24452/sjer.47.3.11

Trajectoire du développement professionnel du personnel enseignant : une exploration empirique des relations entre les variables clés

2025· article· W4417496913 on OpenAlexaff
Marie-Pier Duchaine, Nancy Gaudreau, Éric Frénette

Bibliographic record

VenueSwiss Journal of Educational Research · 2025
Typearticle
Language
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsUniversité LavalUniversité TÉLUQ
Fundersnot available
KeywordsWork environmentResearch methodologyData collectionRelation (database)Participant observation

Abstract

fetched live from OpenAlex

Cet article explore de manière empirique les relations entre les variables clés du développement professionnel du personnel enseignant. Menée auprès de 55 personnes enseignantes ayant suivi le MOOC « Le plan d’intervention autodéterminé : un soutien à la réussite des élèves en difficulté d’adaptation », l’étude révèle un lien positif entre les pratiques des personnes enseignantes en matière de plans d’intervention autodéterminés et leur sentiment d’efficacité personnelle à enseigner efficacement aux élèves en difficulté d’adaptation. De plus, ce dernier est associé positivement à leur satisfaction à l’égard de la formation et de l'accompagnement reçus. L’étude permet aussi de constater une relation positive entre la satisfaction du personnel enseignant participant et l'adoption de comportements autodéterminés chez leurs élèves.

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)0.003
metaresearch head score (Gemma)0.010
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.046

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0100.001

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 head0.230
GPT teacher head0.452
Teacher spread0.222 · 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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