L’incidence du volet scolaire du projet Ruelle de l’Avenir sur la motivation et la performance d’eleves de milieux defavorises
Bibliographic record
Abstract
L’evolution de la motivation et de la performance d’eleves du primaire ayant profite du volet scolaire du projet Ruelle de l’Avenir ( N = 139) a ete comparee a celle d’un groupe temoin ( N = 164) issu du meme milieu defavorise. Les analyses de variance a mesures repetees (MANOVA) et les analyses complementaires (ANOVA) indiquent une augmentation significative de la perception de l’utilite de l’ecole, du francais et des mathematiques, de meme qu’une amelioration de la performance en ecriture et en mathematiques pour le groupe experimental. L’importance du partenariat et du choix des situations d’apprentissage en milieux defavorises est discutee.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".