Sustainable Development, International Law, and a Turn to African Legal Cosmologies
Bibliographic record
Abstract
This original book analyses and reimagines the concept of sustainable development in international law from a non-Western legal perspective. Built upon the intersection of law, politics, and history in the context of Africa, its peoples and their experiences, customary law and other legal cosmologies, this ground-breaking study applies a critical legal analysis to Africa's interaction with conceptualising and operationalising sustainable development. It proposes a turn to non-Western legal normativity as the foundational principle for reimagining sustainable development in international law. It highlights eco-legal philosophies and principles in remaking sustainable development where ecological integrity assumes a central focus in the reimagined conceptualisation and operationalisation of sustainable development. While this pioneering book highlights Africa as its analytical pivot, its arguments and proposals are useful beyond Africa. Connecting global discourses on nature, the environment, rights and development, Godwin Eli Kwadzo Dzah illuminates our current thinking on sustainable development in international law.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.018 |
| Scholarly communication | 0.008 | 0.010 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".