Le bilinguisme des élèves inscrits dans les écoles secondaires de langue française de l’Ontario : perceptions, valeurs et comportement langagier
Bibliographic record
Abstract
Cet article porte sur le bilinguisme des adolescents inscrits dans les écoles secondaires de langue française de l’Ontario. 2888 élèves âgés de 16 ans et plus ont répondu à un questionnaire dans lequel on leur demandait de décrire leur identité, leurs perceptions de la francophonie ontarienne, leurs valeurs et leurs comportements langagiers. Quoique les élèves vivent dans les deux langues, les médias et les ressources en français demeurent peu disponibles : ils sont surtout en contact avec les médias anglophones et préfèrent l’utilisation des ressources de langue anglaise tout en privilégiant des réseaux de contacts de leur langue maternelle. Ils ont peu de contacts ou accordent peu d’importance aux organismes francophones ; leur avenir leur semble plus important que l’histoire de leurs ancêtres.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 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".