Bretagne Eau Pure : efficacité comparée des programmes volontaires et des autres instruments de politique environnementale
Bibliographic record
Abstract
Malgré les efforts, les réglementations environnementales concernant l'agriculture, notamment la directive nitrate, ne sont toujours pas respectées en Bretagne. Initié en 1990 et organisé selon la logique des bassins versants (BV), le programme Bretagne Eau Pure (BEP) vise notamment à accélérer l'application de la réglementation dans le secteur agricole.Les instruments de BEP sont l'action collective, la sensibilisation, la formation, la démonstration, les diagnostics de pratiques agricoles et les engagements contractuels pour les agriculteurs les plus motivés. Il est attendu un effet d'accélération des modifications de pratiques, c'est-à-dire l'essaimage des comportements à partir des BV BEP. BEP repose fondamentalement sur le volontariat des agriculteurs, ce qui l'apparente à ce que I'OCDE appelle les "programmes volontaires publics".
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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 | 0.017 | 0.026 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.016 | 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".