Rélocation, réorientation, ou confrontation? Aperçus à partir d'un sondage représentatif des mineurs artisanaux à Kamituga, Sud-Kivu
Bibliographic record
Abstract
Le site des mines d’or de Kamituga au Sud-Kivu est caractérisé par une coexistence tendue entre Banro, une multinationale minière basée au Canada, et un grand nombre de mineurs artisanaux qui opèrent dans les concessions de la compagnie. Cette coexistence sera mise à l’épreuve à mesure que Banro développe ses activités. En vue d’évaluer ce que l’avenir peut apporter, nous étudions le profil des mineurs artisanaux et leurs mécanismes d’adaptation. En se fondant sur une enquête structurée auprès d’un échantillon représentatif des mineurs artisanaux, nous abordons trois questions spécifiques : • Les mineurs artisanaux sont-ils disposés à relocaliser leurs activités minières? • Peuvent-ils se réorienter vers d’autres activités économiques? • Dans quelles mesures la tension entre les deux modes de production pourraitelle donner lieu à des confrontations (violentes)?
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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 | 0.002 |
| Science and technology studies | 0.008 | 0.008 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| 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".