Points de vue d’enseignants de sciences au premier cycle du secondaire sur les manuels scolaires dans le contexte de l’implantation des nouveaux programmes au Québec*
Bibliographic record
Abstract
Cet article présente les résultats d’une enquête réalisée auprès d’enseignants de sciences et technologies au secondaire, pour connaître leurs points de vue sur les manuels scolaires produits dans le contexte de la récente réforme éducative au Québec. Les données recueillies montrent que les enseignants préfèrent des manuels qui leur présentent de manière opérationnelle les savoirs disciplinaires et s’attendent à ce que ces manuels les soutiennent dans la préparation et dans la mise en oeuvre de leur enseignement. Ils se montrent par ailleurs très critiques au regard des manuels qui leur présentent des démarches d’enseignement-apprentissage dans lesquelles le cheminement est préétabli et fermé.
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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 | 0.008 | 0.017 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.016 | 0.010 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.019 | 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".