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Record W3129411985

Towards a Right to Resist Gross Undemocratic Practices in Africa

2019· article· en· W3129411985 on OpenAlexaff
Pacifique Manirakiza

Bibliographic record

VenueSSRN Electronic Journal · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsDemocracySovereigntyCharterPoliticsPopular sovereigntyHuman rightsPolitical sciencePolitical economyDevelopment economicsLawSociologyEconomics
DOInot available

Abstract

fetched live from OpenAlex

The adoption of the African Charter on Democracy, Elections and Governance (ACDEG) has been a milestone for the transformation of Africa’s political landscape. This instrument seeks to expand on the ideals of liberal democracy enshrined in the Constitutive Act of the African Union and other African fundamental instruments.The ACDEG seems to pave the way for the right to democracy for Africans, which entails, inter alia, political sovereignty of African citizens. The latter have clearly and vigorously exercised their sovereignty through elections when given such an opportunity. However, in some instances, African citizens resorted to popular uprisings in cases of gross violations of their democracy-related rights. With reference to the recent popular uprisings and coups (or attempted coups) in Africa, this article enquires, from a human rights perspective, whether ACDEG or other instruments, enshrine a right to resist gross undemocratic practices underpinning the right to democracy.

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)0.006
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.006
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0050.024
Scholarly communication0.0060.004
Open science0.0000.005
Research integrity0.0040.006
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 head0.025
GPT teacher head0.317
Teacher spread0.292 · 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 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
Published2019
Admission routes1
Has abstractyes

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