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Record W2000912974 · doi:10.7202/045722ar

The Human Right to Water in South Africa and the Mazibuko Decisions

2011· article· en· W2000912974 on OpenAlexvenueno aff
Tracy Humby, Maryse Grandbois

Bibliographic record

VenueLes Cahiers de droit · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsnot available
Fundersnot available
KeywordsConstitutionConstitutional courtSubject matterWater rightContext (archaeology)LawConstitutional rightState (computer science)Human rightsPolitical scienceLaw and economicsWater resourcesSociologyGeographyComputer scienceEcology

Abstract

fetched live from OpenAlex

The right of access to sufficient water in the South African Constitution has for long been regarded as progressive in a global context where the human right to water is still a subject of contention. In its recent decision handed down in the Mazibuko matter, the South African Constitutional Court interpreted the right of access to sufficient water for the first time and clarified the nature of the State’s obligations which flow from this right. It also commented upon the role of the courts in adjudicating the human right to water. This article describes the passage of the Mazibuko matter and the manner in which the lower courts interpreted the right of access to “sufficient water” as well as outlining the Constitutional Court’s decision in the context of access to water services provision in South Africa.

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)0.003
metaresearch head score (Gemma)0.006
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.061
Threshold uncertainty score0.121

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.014
Scholarly communication0.0070.003
Open science0.0010.005
Research integrity0.0040.006
Insufficient payload (model declined to judge)0.0050.000

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 head0.024
GPT teacher head0.249
Teacher spread0.225 · 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
Published2011
Admission routes1
Has abstractyes

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