Évolution de l’engagement parental auprès des élèves en difficulté de comportement et des élèves ordinaires au début du secondaire
Bibliographic record
Abstract
L’objectif de cette étude est d’évaluer l’évolution de l’engagement parental au cours des trois premières années du secondaire chez les garçons et les filles appartenant à deux groupes distincts : élèves en difficulté de comportement ou élèves ordinaires. À partir d’un échantillon de 300 élèves (150 ordinaires et 150 en difficulté), les analyses effectuées suggèrent un profil d’engagement parental à la baisse pour les élèves des deux groupes. Or, des analyses effectuées en fonction du genre de l’élève permettent d’identifier un profil d’engagement différent pour le sous-groupe des filles en difficulté de comportement; ce profil d’engagement parental ne serait pas caractérisé par une baisse aussi généralisée comparativement à celui identifié pour les autres élèves.
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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 | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.009 | 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".