Reinventing African Chieftaincy in the Age of AIDS, Governance, Gender, and Development
Bibliographic record
Abstract
This collection of essays examines the relatively new, and frequently overlooked, political phenomenon in post-colonial Africa of chieftaincy "re-inventing" itself. The traditional authority of chiefs has been one of Africa's missing voices who are now bringing new resources to the challenges that AIDS, gender, governance, and development pose to the peoples of Africa. d This publication presents new research in Ghana, Botswana, and South Africa, providing the broadest geographic African coverage on the topic of African chieftaincy. The nineteen authors, many of them emerging scholars from Africa, are all members of the Traditional Authority Applied Research Network (TAARN). Their essays give critical insight into the transformation processes of chieftaincy from the end of the colonial/apartheid periods to the present. They also examine the realities of male and female traditional leaders in reinventing their legitimacy and their political offices in the age of great social and political unrest, health issues and governance and development challenges.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.012 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| 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".