Bibliographic record
Abstract
Colloque annuel de l’association « Politiques et Management Publics »Jeudi 30 mai et vendredi 31 mai 2024 – La Rochelle Université « L’action publique face aux problèmes pernicieux : quels dispositifs stratégiques concevoir ? » Le colloque de l’APMP 2024 propose ainsi de s’interroger sur, d’une part, la tendance à « problématiser » comme pernicieux des phénomènes contemporains, et, d’autre part, sur les effets de couplage-cadrage entre les problèmes et les solutions que cette problématisation induit. Parmi les effets, nous pouvons, entre autres, constater une certaine réduction des solutions possibles, avec un déplacement de l’attention vers le côté « innovant » de mécanismes de gouvernance (Gruendel, 2022), au détriment des résultats obtenus.
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 | 0.008 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.010 | 0.025 |
| Scholarly communication | 0.014 | 0.020 |
| Open science | 0.003 | 0.011 |
| Research integrity | 0.011 | 0.010 |
| Insufficient payload (model declined to judge) | 0.012 | 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".