Adaptation scolaire et sociale d’enfants de 6-7 ans en zone d’éducation prioritaire
Bibliographic record
Abstract
Cet article examine l'influence des variables socioculturelles et familiales sur le parcours scolaire d'enfants de 6-7 ans en zone d'éducation prioritaire. Pour l'environnement sociofamilial ont été pris en considération le niveau socioéconomique et les pratiques éducatives de la famille alors que, pour les enfants, ont été étudiés la santé mentale en relation avec l'adaptation sociale et scolaire. Les résultats indiquent que la réussite scolaire et une bonne santé mentale sont liées; inversement, les difficultés scolaires sont souvent en relation avec des problèmes de santé mentale. Il ressort que c'est en milieu plus favorisé qu'on trouve une structuration familiale souple et qui soutient un meilleur développement.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".