La gestion terrestre d’une pollution d’origine maritime à l’échelle locale : quelle intégration ?
Bibliographic record
Abstract
A l’échelle locale, les acteurs du territoire perçoivent souvent les risques de pollutions côtières par hydrocarbures par une entrée maritime, où les solutions préventives émaneraient des instances juridiques internationales. Néanmoins, dans le cadre de la gestion terrestre d’une pollution, il convient d’intégrer ce risque dans une gestion globale des territoires côtiers, au même titre que d’autres risques (érosion, pollution tellurique…). La gestion des zones côtières doit ainsi avoir pour objectif premier l'amélioration de la coordination de la gestion locale pour une préparation efficace de la lutte à terre. Cela nécessite une intégration qui implique aussi les différents services de l’Etat au niveau national et régional. Dans ce cadre, l’échelle intercommunale semble apparaître privilégiée pour assurer l’interrelation entre l’échelle nationale et internationale et le niveau local.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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".