The African Commission on Human and Peoples' Rights and the Demystification of Second and Third Generation Rights under the African Charter: Social and Economic Rights Action Center (SERAC) and the Center for Economic and Social Rights (CESR) v. Nigeria
Bibliographic record
Abstract
Abstract This article argues that the decision of the African Commission on Human and Peoples' Rights in the Ogoni case represents a giant stride towards the protection and promotion of economic, social and cultural rights of Africans. This is predicated on the African Commission's finding that the Nigerian Government's failure to protect the Ogoni people from the activities of oil companies operating in the Niger Delta is contrary to international human rights law and is in fact a step backwards since Nigeria had earlier adopted legislation to fulfill its obligation towards the progressive realization of these rights. The findings of the African Commission demonstrate that economic, social and cultural rights are not vague or incapable of judicial enforcement. They also illustrate how the Charter can be interpreted generously to ensure the effective enjoyment of rights. Novel and commendable as the decision is, it is not without its shortcomings. These shortcomings lie in the failure of the Commission to pronounce on the right to development, its silence on the desirability of holding transnational corporations accountable for human rights violations, and the institutional weakness of the Commission in enforcing its decisions.
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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 | 0.017 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.026 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.008 | 0.010 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
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".