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Record W4395684657 · doi:10.3917/afco1.277.0195

Justice (re)distributive autour d’une mine aurifère au Mali : entre légalité et équité, la recherche d’un compromis

2024· article· fr· W4395684657 on OpenAlexaboutno aff
Armel Brice Adanhounme, Adama Ouayiribé Traoré

Bibliographic record

VenueAfrique contemporaine · 2024
Typearticle
Languagefr
FieldEngineering
TopicMining and Resource Management
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceSocial justiceHumanitiesSociologyPhilosophySocial science

Abstract

fetched live from OpenAlex

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.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.779
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.001

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.

Opus teacher head0.118
GPT teacher head0.326
Teacher spread0.208 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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