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The African human rights system as 'norm leader': Three case studies

2021· article· en· W4214528536 on OpenAlexaff
Obiora Chinedu Okafor, Godwin E. K. Dzah

Bibliographic record

VenueAfrican Human Rights Law Journal · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsYork University
Fundersnot available
KeywordsHuman rightsInternational human rights lawLawFundamental rightsNorm (philosophy)CharterLinguistic rightsRight to propertySociologyPolitical scienceRight to developmentLaw and economicsInternational law

Abstract

fetched live from OpenAlex

Africa (including its human rights system) is rarely imagined or considered an originator, agent and purveyor of ideas, including in the human rights sphere. On this occasion of the fortieth anniversary of the adoption of the 1981 African Charter on Human and Peoples' Rights which founded the African human rights system, it is only fitting that its contributions or otherwise to global human rights praxis, over these four decades, be examined from this perspective. Utilising the theory of the norm life cycle, developed by scholars of international relations who work within 'strategic social constructivism', this article examines how the African human rights system has, or has not, functioned as a 'norm leader' with regard to certain important and increasingly widely-accepted human rights standards. To that extent, the article examines (as examples) certain human rights norms first elaborated and made into legally-binding forms in the African Charter, widely circulated and having achieved a considerable level of global dispersal and adoption, in part, as a result of the work of the African Commission on Human and Peoples' Rights and the African Court on Human and Peoples' Rights. Focusing on three important norms (the right to self-determination, the right to development and the right to the environment) and based on a study of academic and other literature, treaties or instruments, case law and records of international negotiations, the article attempts to respond systematically to this overarching question. The article argues that although the African human rights system clearly is not a state, the critical but globally under-appreciated roles it has played regarding the globalised socialisation of certain human rights ideas fits within, and helps in extending, social constructivist human rights theory and praxis. The article concludes with a reflection on some key limitations that are observable as to how far the system has been able to travel in the direction of norm leadership in human rights law.

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)0.016
metaresearch head score (Gemma)0.027
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.036
Threshold uncertainty score0.103

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0160.027
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.008
Science and technology studies0.0320.017
Scholarly communication0.0090.008
Open science0.0030.008
Research integrity0.0110.009
Insufficient payload (model declined to judge)0.0030.000

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 head0.057
GPT teacher head0.336
Teacher spread0.279 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations9
Published2021
Admission routes1
Has abstractyes

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