ADAPTATION AU COLLÉGIAL ET VULNÉRABILITÉS DURANT LA TRANSITION SECONDAIRE-COLLÉGIAL
Bibliographic record
Abstract
Cette étude longitudinale examine si l’adaptation au collège des étudiants est influencée par la présence des vulnérabilités cognitives et des symptômes dépressifs avant et pendant cette transition. Deux cent onze étudiants ont complété les versions françaises des questionnaires Beck Depression Inventory — Second Edition, Dysfunctional Attitude Scale et Student Adaptation to College Questionnaire. En 1re année au collège, 6,2 % des étudiants de l’échantillon rapportent présenter des symptômes dépressifs modérés à sévères. Malgré le nombre plus élevé d’étudiantes dépressives, les résultats n’indiquent aucune différence reliée au genre quant à l’adaptation académique et sociale. Lors des deux années au collège, la présence de certaines distorsions cognitives et de symptômes dépressifs contribue à prédire ces formes d’adaptation. Une discussion des résultats est présentée.
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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 | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".