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Record W4313990819 · doi:10.57054/ad.v47i4.2982

Modernisation minière, fragmentation sociale et création des anormaux en République démocratique du Congo

2023· article· fr· W4313990819 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAfrica Development · 2023
Typearticle
Languagefr
FieldEngineering
TopicMining and Resource Management
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceHumanitiesModernization theoryArt

Abstract

fetched live from OpenAlex

L’article part du cas d’étude de la chefferie de Luhwindja – une collectivité située à l’est de la RDC – où, depuis l’année 2005, est mis en oeuvre un programme de modernisation minière à travers la multinationale canadienne dénommée Banro. Au-delà de ses effets sur les conditions de vie des populations locales et leur environnement, l’article rend compte de la manière dont la modernisation minière a reconfiguré les dynamiques sociales locales et transformé le rapport des populations locales à l’autorité. D’où l’on déduit le caractère d’une modernité insécurisée. Se basant sur les entretiens, les discussions en groupe, l’observation et l’expérience des auteurs, l’étude renseigne que la modernisation minière, en ayant promu l’investissement privé et attiré des entreprises capitalistes dans les régions minières en RDC, ces dernières ont déstructuré les équilibres de pouvoir existant dans l’arène locale, et ce, par la répression et l’instrumentalisation des luttes sociales locales existantes. C’est cette logique de diviser pour régner – susceptible de contribuer et de renforcer la fragmentation sociale – qui a alors rendu possible le processus de modernisation minière malgré toutes les stratégies de résistance des populations dans les zones concernées en République démocratique du Congo.

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.

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)0.001
metaresearch head score (Gemma)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.658
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.001

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 head0.023
GPT teacher head0.237
Teacher spread0.214 · 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