La formation des enseignants sur la diversité et les rapports ethniques : regard comparatif France, Québec, Belgique et Suisse
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
La formation et l’évaluation des compétences des enseignants pour agir en contexte de diversité interpellent autant les décideurs gouvernementaux que les milieux universitaires et scolaires. Cet article porte un regard comparatif transversal sur la formation du personnel scolaire en matière de diversité, d’équité et des rapports ethniques en éducation en France, au Québec, en Belgique francophone et en Suisse, notamment dans les politiques, référentiels de compétences, dispositifs, programmes, cours et contenus de formation. Ce regard comparatif sur quatre sociétés de la francophonie montre que chaque contexte a développé un discours, des orientations et des dispositifs de formation assez différents sur ces questions, mais quand même réunis par certaines lignes de convergence.
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.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it