Theoretical Reflections on Knowledge Production and Teaching 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
Knowledge production and the related implications for teaching have assumed a vital position in our knowledge-driven twenty-first century society. In the case of Africa, that is often misconceived and portrayed in a negative light, the issue of how knowledge is produced and taught becomes necessary. African universities, as centres for knowledge production and teaching, have embarked upon changes because of or in response to the twenty-first century forces of neoliberal globalisation. The changing role of the state, one feature of neoliberal globalisation, has given rise to the dwindling role of public resources for African universities. In response, universities have initiated various changes that coalesce around the idea of entrepreneurial universities (Feola et al, 2021; Puplampu & Wodinski, 2016). Key aspects of such universities include plans on how to utilise technology in knowledge production and transfer, to the recruitment of faculty and students from beyond national borders.
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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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