Local Governance and Labor Organizations on Artisanal Gold Mining Sites in Burkina Faso
Bibliographic record
Abstract
This paper based on the institutional analysis and development framework (IAD) is to discuss the local governance and labor organizations on artisanal gold mining camps in Burkina Faso; a West African country that in recent years has been increasingly exploiting its gold reserves. Field data were collected from three sites in the villages of Diosso, Siguinoguin and Zincko in accordance with the purposive sampling. One major finding gleaned from the on-site research is that forms of governance vary along a continuum from flexible (enforced by a joint powers: artisanal miners’ union, customary authorities and landowners) to rigid (enforced by landowner). Another finding is that the type of relationship between indigenous communities and miners depend on the importance of the authocthony of the artisanal miners. Indeed, they are harmonious in Zincko, where miners originate from the village, whereas they are tense in Siguinoguin, which is populated by migrants. Eventually, this paper relies on the French school of proximity to enrich the definitions given to the attributes of the physical world and the attributes of the community highlighted by Ostrom’s theory as geographical proximity fails to detail forms of relational proximity that clearly structure the way governance is organized on the mining camps.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".