La composante parentale d’un programme d’éveil numérique destiné aux enfants de milieu socioéconomiquement faible du niveau de la maternelle représente-t-elle une valeur ajoutée ?
Bibliographic record
Abstract
Cette étude a pour but d’évaluer l’impact à court terme d’un volet parental inhérent à un programme d’éveil numérique offert à la maternelle aux enfants de milieu socioéconomiquement faible. Nos résultats indiquent que la participation conjointe des parents et des enfants dans le programme (groupe expérimental) semble avoir favorisé, chez les enfants, une meilleure connaissance des nombres comparativement aux enfants n’ayant bénéficié que du volet enfant. Des résultats peu concluants ont néanmoins été observés entre le groupe expérimental et un deuxième groupe d’enfants soumis exclusivement au volet enfant et dont les parents ne se sont jamais présentés aux ateliers-parents auxquels ils s’étaient pourtant inscrits (groupe consentement-comparaison). Différents facteurs potentiels pouvant expliquer ces conclusions sont discutés.
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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 | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.010 | 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".