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Record W4315979087 · doi:10.1163/17087384-bja10074

The Excluded Population: Indigenous Peoples’ Right to Health in Cameroon

2023· article· en· W4315979087 on OpenAlexvenueno aff
Esther Njieassam

Bibliographic record

VenueAfrican Journal of Legal Studies · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsnot available
FundersNorth-West University
KeywordsIndigenousRight to healthGovernment (linguistics)Human rightsHealth carePopulationInternational lawEconomic growthPolitical sciencePoliticsCultural rightsPublic administrationDevelopment economicsLawInternational human rights lawMedicineEnvironmental healthEconomics

Abstract

fetched live from OpenAlex

Abstract The right to health has gained international recognition. The Pygmies and Mbororo of Cameroon are yet to enjoy this right. The right to health is relatively related to and dependent upon the realization of other human rights as explicated in the International Bill of Rights as they form an integral part of the right to health. Despite some noticeable strides made by the government of Cameroon in ensuring that healthcare facilities are available and accessible within every five kilometres nationwide, these services are limited to urban cities, making it difficult for indigenous populations to access. The absence of a legal framework to safeguard the right to health for the population and indigenous peoples in particular, hinders their access to modern healthcare systems. It concludes that government must demonstrate a political will in ensuring equality in healthcare in the country to help remove indigenous peoples at the margin of social structures.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.681
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.050
GPT teacher head0.364
Teacher spread0.314 · 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 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

Citations1
Published2023
Admission routes1
Has abstractyes

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