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Record W7162320667 · doi:10.5281/zenodo.15640198

DÉVELOPPEMENT PROFESSIONNEL ET ACCOMPAGNEMENT EN CONTEXTE DE STAGE : POINTS DE VUE DE FUTURS ENSEIGNANTS

2025· article· fr· W7162320667 on OpenAlexaffabout
Anderson Araújo-Oliveira, Carla Barroso da Costa, Salem Amamou, Oktay Adiguzel

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicEvaluation of Teaching Practices
Canadian institutionsUniversité de SherbrookeUniversité du Québec à MontréalUniversité du Québec à Trois-Rivières
Fundersnot available
KeywordsContext (archaeology)Professional developmentOccupational trainingContinuing education

Abstract

fetched live from OpenAlex

L’article présente les points de vue de futurs enseignants provenant d’une université francophone du Québec en ce qui concerne le développement professionnel et l’accompagnement en contexte de stage. L’étude de type quantitatif et exploratoire a été réalisée à l’aide d’un questionnaire autoadministré auprès des étudiants de la quatrième année de divers programmes de baccalauréat en enseignement. Afin d’examiner les perceptions des stagiaires à l’égard de leur développement professionnel et de l’accompagnement reçu en contexte de stage ainsi que les possibles effets du genre et de la situation de stage (stage complété et réussi ou stage en cours) sur ces perceptions, des analyses inférentielles, incluant des tests non paramétriques pour échantillons indépendants, ont été utilisées. Globalement, les stagiaires perçoivent positivement leur développement professionnel ainsi que le soutien de leur superviseur et de l’enseignant associé durant le stage 4. Cependant, la collaboration reste un défi important, révélant de possibles lacunes de la formation.

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)0.013
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.596
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0130.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0050.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0300.003

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 head0.163
GPT teacher head0.404
Teacher spread0.241 · 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; both teacher heads agree on what is shown here.

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 routes2
Has abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)Same topicEvaluation of Teaching PracticesFrench-language works237,207