Borri-Anadon, C., Gonçalvès, G., Hirsch et Paula Queiroz Ordinino (di), J. (dir.) (2018). La formation des éducateurs en contexte de diversité ethnoculturelle : une perspective comparative Québec-Brésil. Wisconsin : Deep Education Press.
Bibliographic record
Abstract
Le deuxième ouvrage de la collection « Éducation inclusive et partenariats » dirigée par Danielle Zay, propose une étude comparative entre le Québec et le Brésil sur la formation à la diversité des éducateurs – le terme d’éducateur englobant tous les personnels de l’éducation, y compris les enseignants. Il est le fruit de recherches collectives rigoureuses, effectuées durant trois années consécutives, entre 2015 et 2017 dans le cadre de trois séminaires universitaires. Cinq parties structuren...
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.005 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".