Les paradigmes de la gestion transfrontalière à l'épreuve du Dniepr
Bibliographic record
Abstract
Les recommandations internationales concernant la gestion des eaux transfrontalières s’appliquent traditionnellement pour des pays riverains, concurrents sur le plan économique qui ont des législations très distinctes, des populations de cultures et de langues différentes et qui ne possèdent pas de systèmes de suivi de la qualité de l’eau à l'échelle supra-nationale. Ces présupposés ne sont pas toujours pertinents dans les pays de l'ex-Union Soviétique et en particulier dans le bassin du Dniepr. Il y a donc lieu d'adapter ces recommandations en reconnaissant les atouts institutionnels communs de ces pays nouvellement indépendants tout en intégrant les contraintes de l'héritage industriel et de la transition économique en cours. La formation continue pourrait jouer un rôle essentiel dans le cas précis du bassin du Dniepr.
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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 | 0.007 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.021 |
| Scholarly communication | 0.008 | 0.009 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.009 | 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".