Who is Indigenous in Africa? The Concept of Indigeneity, its Impacts, and Progression
Bibliographic record
Abstract
The notion of indigeneity has risen to political prominence as Indigenous peoples have fought for recognition of their rights. When the United Nations Declaration on the Rights of Indigenous Peoples was passed in 2007, it represented a transformative moment, despite its flaws. The meaning of the term Indigenous has been transformed by these international events and identifying as Indigenous is increasingly seen as positive. However, Indigenous peoples in certain regions of the world, specifically Africa and Asia, were late to the conversation. As a result, how the term Indigenous is understood and utilised in these regions remains a work in progress. This article explores the progression and impact of the term in Africa specifically, highlighting its unique effects, importance, and the ongoing struggles of Indigenous peoples on the continent. Qui est autochtone en Afrique ? Le concept d’autochtonie, ses impacts et sa progression
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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 | 0.008 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.012 | 0.039 |
| Scholarly communication | 0.009 | 0.014 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.002 | 0.004 |
| 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".