Participation politique, expressions de la citoyenneté et formes organisées d’engagement
Bibliographic record
Abstract
Dans un contexte où les formes classiques de la démocratie représentative apparaissent remises en question par des revendications d’une participation accrue, nous examinons les conduites citoyennes sous l’angle d’engagements organisés. À partir de résultats préliminaires d’une recherche consacrée aux coalitions actives au Québec et par référence à des observations et à des propositions théoriques rapportées à d’autres contextes, nous mettons en lumière la diversité des formes de mobilisation et nous nous penchons notamment sur l’importance croissante des coalitions comme forme d’engagement. Articulée à la théorie de la survie organisationnelle, notre étude accrédite partiellement la thèse d’une instrumentalisation de l’idée de participation citoyenne au profit des organisations.
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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 | 0.003 | 0.005 |
| Science and technology studies | 0.005 | 0.016 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 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".