L’emploi des temps et des organisateurs textuels dans des textes narratifs d’élèves de 9 à 14 ans issus de milieux socioculturels contrastés
Bibliographic record
Abstract
Cet article présente les principaux résultats de deux études portant sur l’emploi des organisateurs textuels et des temps du récit dans les textes narratifs d’élèves de 9 et 10 ans (CM1 et CM2) ainsi que d’élèves du collège. Tous sont issus de milieux socioculturels contrastés. L’analyse vise à établir s’il existe des différences entre les élèves selon leurs niveaux scolaires et leurs milieux socioculturels en fonction de trois indicateurs : la structure narrative, les temps verbaux et les connecteurs. Les résultats permettent de dégager une forte corrélation entre les différents indicateurs linguistiques retenus. Cela semble souligner l’intérêt de travailler de paire la structure narrative, les organisateurs textuels et l’emploi des temps en classe, et ce, quelle que soit l’origine socioculturelle des 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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".