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Record W4415851310 · doi:10.4000/14znq

Risques professionnels et genre en Afrique francophone subsaharienne

2025· article· W4415851310 on OpenAlexaff
Mohamed Bachir Niang

Bibliographic record

VenueRevue de droit comparé du travail et de la sécurité sociale · 2025
Typearticle
Language
FieldSocial Sciences
TopicMigration, Identity, and Health
Canadian institutionsMinistère de l’Emploi et de la Solidarité Sociale (Québec)
Fundersnot available
KeywordsFrenchPoliticsGovernment (linguistics)Vulnerability (computing)

Abstract

fetched live from OpenAlex

Dans les pays de l’Afrique francophone subsaharienne, dont certains ont servi de repères pour cette étude, l’égalité des sexes, manifestation de l’égalité des genres, a été intégrée timidement dans les politiques, initiatives et stratégies nationales au cours des dernières décennies. L’étude met en exergue des systèmes de prévention et de couverture nationaux encore influencés par le genre ainsi qu’une inégalité économique des sexes, productrice d’une inégalité de couverture contre les risques professionnels. Si les régimes de prévention restent sensibles à la question du genre malgré leur vétusté, il semble qu’un recentrage de la responsabilité de l’État et des partenaires sociaux soit nécessaire.

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)0.009
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.448
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0090.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.002
Science and technology studies0.0030.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.011
GPT teacher head0.310
Teacher spread0.298 · 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 designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

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