Les représentations sociales des leaders d’opinions à l’Université Laval : Un objet d’étude pour comprendre la dynamique des luttes étudiantes du Québec contre la hausse des droits de scolarité
Bibliographic record
Abstract
Dans l’article qui suit, nous proposons une synthèse de notre mémoire de maîtrise effectué sur les représentations sociales des leaders d’opinions à l’Université Laval lors du dégel des droits de scolarité de 2007. Nous présentons les différentes étapes de l’étude des discours sur l’éducation dans les journaux étudiants : le contexte historique des luttes étudiantes, le cadre conceptuel et méthodologique, les faits saillants et l’analyse. Au terme de cette présentation, nous adaptons notre grille de lecture des tensions idéologiques au sein du campus de l’Université Laval aux enjeux actuels de prise de position politique des associations étudiantes pancampus sur la question des droits de scolarité.
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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 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.013 | 0.011 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 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".