L’approche culturelle et la réalité sociale « culture et mouvements de pensée » : une analyse de contenu
Bibliographic record
Abstract
Dans cet article, nous portons un regard sur la place de l’approche culturelle dans l’enseignement de l’histoire nationale au Québec entre 2006 et 2016. À l’aide de la typologie Côté-Duquette, nous proposons une analyse de contenu du matériel pédagogique et didactique, plus précisément des manuels, des guides d’enseignements et des corrigés des cahiers d’activités. Ainsi, cet article se veut l’occasion de démontrer, à l’aide d’exemples concrets, de quelles façons les différentes conceptions de la culture et les dimensions constitutives de l’enseignement de l’histoire peuvent s’illustrer dans ce type de matériel. Du même coup, l’étude permet d’éprouver sur un nouveau corpus la typologie Côté-Duquette.
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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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.016 | 0.029 |
| Scholarly communication | 0.013 | 0.005 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.000 |
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.
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".