Governance, Peace and Human Rights Violations in Africa: Addressing the Application of the Right to Self-Determination in Post-Independence Africa
Bibliographic record
Abstract
Abstract Recent claims of self-determination in post-independence Africa have put pressure on African regional judicial bodies to define the scope of this right. This article examines governance, peace and human rights violation issues in the context of the application of the right to self-determination in post-independence Africa. It scrutinizes the ruling by the African Commission in Katangese Peoples Congress v. Zaire, and argues that this ruling exhibits the African Commission’s encouraging view of self-determination under the African Charter, and the likely recognition of a right to an autonomy regime in post-independence Africa. The article maintains that many of the legal issues in Katanga will likely be raised again, either before the African Commission or the African Court, due to recent and increased claims of self-determination by groups within African states. It examines whether the recognition of a right to autonomy regime could have positive impact on good governance, peace and development in Africa.
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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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.020 |
| Scholarly communication | 0.006 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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".