La fabrique des publics de la participation : l’aléatoire et l’obligatoire dans la constitution des conseils citoyens à Amiens et Lille
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.008 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it