Les initiatives jeunesse au Canada : des tiers-lieux de l’éducation démocratique
Bibliographic record
Abstract
Cet article présente les résultats d’une ethnographie multisite d’initiatives d’éducation démocratique portées par des organisations de la société civile canadienne. Les expériences observées contribuent au projet de démocratie participative et révèlent une hybridité de discours sur l’éducation démocratique libérale, participative, délibérative, multiculturelle, critique et agonistique. Elles représentent des tiers-lieux de l’éducation citoyenne, où les jeunes peuvent s’exprimer et apprendre à coconstruire des projets collectifs qui, à différents degrés, amènent une vision singulière de la transformation sociale. Le rôle des adultes qui facilitent ces initiatives y est primordial car ils permettent aux jeunes de les côtoyer sans s’inscrire dans les rapports de pouvoir propres au milieu scolaire.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.024 | 0.013 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".