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Record W4409103235 · doi:10.1163/22131035-14010001

Cultural Practices and cedaw: Epistemic Violence and the Marginalisation of Local Knowledge in International Human Rights Law

2025· article· en· W4409103235 on OpenAlexaff
Julie Ada Tchoukou

Bibliographic record

VenueInternational Human Rights Law Review · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsHuman rightsPolitical scienceLawSociologyLaw and economics

Abstract

fetched live from OpenAlex

Abstract This article explores the realisation of rights for marginalised and disadvantaged women and girls in the Global South, with a particular focus on how the concept of “culture” is framed within international human rights discourse on violence against women (vaw). The article focuses on the work of the committee that monitors the major women’s convention, the Convention on the Elimination of all Forms of Discrimination against Women (cedaw). cedaw’s discourse predominantly presents “culture” in negative terms – as a barrier to gender equality that States must work to eliminate. This perspective creates a rigid opposition between “culture” and “rights”, implying an inherent conflict between the two. As a result, those associated with certain cultural identities are further marginalised, reinforcing their status as the “other”. There is a systemic repression of the knowledge of other cultures and the positing of cultural Europeanisation as the only valid framework for addressing vaw. As a key site for the construction of knowledge, communities, and identities, cedaw’s interpretive framework for addressing vaw needs to be reassessed.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.019
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.993
Threshold uncertainty score0.101

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.016
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.002
Science and technology studies0.0070.076
Scholarly communication0.0150.009
Open science0.0010.011
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0040.000

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 head0.037
GPT teacher head0.396
Teacher spread0.359 · 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 source (direct Gemma or distilled Codex), 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

Citations1
Published2025
Admission routes1
Has abstractyes

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