Maîtrise de l’eau et développement durable en Afrique de l’ouest : de la nécessité d’une coopération régionale autour des systèmes hydrologiques transfrontaliers
Bibliographic record
Abstract
En Afrique de l’Ouest comme ailleurs, un élément essentiel de toute démarche sérieuse de développement durable se trouve dans la maîtrise humaine des ressources en eau. Or, dans la région, cela signifie l’exploitation de ressources largement transfrontalières par nature. Conséquemment, les conflits hydriques internationaux peuvent y être compris comme un obstacle au développement durable et un certain niveau de coopération régionale considéré nécessaire à ce développement. Pour bien saisir cette dynamique, un niveau d’analyse supérieur au niveau usuel du bassin versant peut être requis; le concept de « complexe hydropolitique » est donc proposé à cette fin.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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".