La motivation des étudiants en formation des maîtres à l’égard d’activités pédagogiques innovatrices
Bibliographic record
Abstract
Face à la diminution de la motivation de plusieurs étudiants universitaires en contexte pédagogique innovant, cette étude tente de dégager les perceptions de la valeur, de la compétence et de la contrôlabilité que les étudiants entretiennent à l’égard des activités pédagogiques innovantes. Elle permet aussi de vérifier comment ces perceptions se modifient au fil des années d’études. L’analyse des résultats obtenus, à partir d’un questionnaire distribué à 1 082 étudiants inscrits en formation des maîtres, montre que l’apprentissage par projet est perçu comme l’activité la plus utile et pour laquelle les étudiants ont le sentiment d’avoir le plus de contrôle. La perception des étudiants envers l’utilité des activités innovantes subit une diminution au début de la deuxième année d’études universitaires.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".