La fabrique des publics de la participation : l’aléatoire et l’obligatoire dans la constitution des conseils citoyens à Amiens et Lille
Bibliographic record
Abstract
Si la fabrication des publics est un aspect central de la participation, sa boîte noire a rarement été ouverte. Résultant d’une sollicitation politique, les conseils citoyens (CC) relèvent de cette logique de production institutionnelle d’un public. Nourris des acquis des sciences sociales sur la participation et des effets censitaires qu’elles mettent en exergue, les CC cherchent à impliquer les « sans voix » par le moyen, en autres techniques, du tirage au sort, censé extraire de la population un public de profanes. Cependant, face aux difficultés de recrutement, loin d’être une étape inaugurale, la fabrique du public des CC est un work in progress courant sans cesse après son public.
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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 | 0.010 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.015 | 0.025 |
| Scholarly communication | 0.013 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.021 | 0.002 |
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".