La construction identitaire linguistique et culturelle durant un programme universitaire d’éducation en français en milieu minoritaire
Bibliographic record
Abstract
Cet article porte sur le processus de construction identitaire d’étudiants universitaires fransaskois évoluant dans un programme d’éducation en français en contexte minoritaire. Dans une approche interactionniste, l’identité est comprise comme le produit des diverses interactions dont un individu fait l’expérience au cours de sa vie. L’analyse de cinq récits identitaires centrée sur le discours des jeunes participants montre que la majorité d’entre eux ont un profil identitaire « affirmationniste stratégique » et que plusieurs frontières linguistiques ont permis de forger leur identité linguistique et culturelle. Ces derniers partagent un fort attachement envers leur identité fransaskoise. Les résultats de cette recherche exploratoire révèlent que la formation universitaire a un impact sur la construction identitaire des participants.
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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 | 0.007 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.006 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 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".