Justice (re)distributive autour d’une mine aurifère au Mali : entre légalité et équité, la recherche d’un compromis
Bibliographic record
Abstract
Cet article vise à comprendre, pour les résoudre, les conflits dans la répartition des ressources allouées aux communautés locales autour d’une mine, lorsque les gestionnaires s’engagent dans une démarche partenariale de développement. À rebours des règles de partage équitable des ressources souvent définies dans le cadre formel étatique, cette étude de cas, dans une mine de propriété canadienne au Mali, montre qu’un compromis négocié par les collectifs locaux, sur la base de la satisfaction des besoins de toutes les parties prenantes, peut être porteur d’un nouvel ordre social dans lequel la justice distributive favorise l’inclusion.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 teacher head, 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".