Bibliographic record
Abstract
La participation citoyenne, que promeut, entre autres, la nouvelle gestion publique (NGP) transporte avec elle une forte valeur symbolique. Elle est associée à la prise en compte d’autres voix, à la reconnaissance, à l’émancipation, au pouvoir d’agir, au bien-être, bref à l’idée d’un monde plus solidaire et plus juste, un monde où les rapports hiérarchiques s’atténueraient. Ce texte propose de quitter, du moins temporairement, ce cadre d’appréciation et d’aller en quête de ce qui pourrait bien avoir été maintenu à ses frontières. Le parcours consiste ici à recadrer la participation et certains de ses effets, postulés ou souhaités, dans les débats d’ensemble sur la démocratie tout en prenant garde que celle-ci ne perde pas, chemin faisant, son « tranchant ».
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.
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 | 0.004 | 0.010 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.007 | 0.012 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.042 | 0.015 |
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".