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Record W4396974777 · doi:10.1017/9781009354059.011

Sustainable Development and the Turn to African Legal Ontologies

2024· book-chapter· en· W4396974777 on OpenAlexaff

Bibliographic record

VenueCambridge University Press eBooks · 2024
Typebook-chapter
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsSustainable developmentPolitical scienceGeographyBusinessLaw

Abstract

fetched live from OpenAlex

Chapter 5 argues that an alternative ontological basis, derived from non-Western ontologies, is both possible and urgent for renewing sustainable development. It analyses how the voice of the Global South; particularly Africa, can improve the discourse on sustainable development by evolving a view on the importance of customary law, ethics, and Indigenous norms as law. It echoes the idea of ‘ecology of knowledges’ and the legal value of reviving non-Western epistemologies for sustainable development. The spotlighting of ethics, customary norms, and other forms of local and Indigenous knowledge as legal norms has been done before. However, in this book, I extend the discussion even further and do so through a comparative analysis with other bodies of legal ideas and normativity like transnational law, legal pluralism, and social construction as law in themselves. In this process, I give these ideas a unique twist for the purposes of the overall critical perspective of this project by demonstrating their usefulness for foregrounding customary law or Indigenous knowledge as law. The discussion refracts the idea of reimagining sustainable development praxis through the lens of oft-neglected African legal cosmologies, and how such experiences can provide helpful signposts in Africa and elsewhere.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.962
Threshold uncertainty score0.871

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.001
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 head0.023
GPT teacher head0.223
Teacher spread0.200 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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
Published2024
Admission routes1
Has abstractyes

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