Indigenous Knowledge and Public Education in Sub-Saharan Africa
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The discourse on indigenous knowledge has incited a debate of epic proportions across the world over the years. In Africa, especially in the sub-Saharan region, while the so-called indigenous communities have always found value in their own local forms of knowledge, the colonial administration and its associates viewed indigenous knowledge as unscientific, illogical, anti-development, and/or ungodly. The status and importance of indigenous knowledge has changed in the wake of the landmark 1997 Global Knowledge Conference in Toronto, which emphasised the urgent need to learn, preserve, and exchange indigenous knowledge. Yet, even with this burgeoning interest and surging call, little has been done, especially in sub-Saharan Africa, to guarantee the maximum exploitation of indigenous knowledge for the common good. In view of this realisation, this paper discusses how indigenous knowledge can and should both act as a tool for promoting the teaching/learning process in Africa's public education and address the inexorably enigmatic amalgam of complex problems and cataclysms haunting the world.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it