International Studies in Africa. Interview with Prof. O. Igho Natufe, Nigeria
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
O. Igho Natufe is a Nigerian-born Sovietologist and a specialist in International Relations and Soviet/ Russian Foreign Policy. Dr. Natufe is an alumnus of the People's Friendship University, a former university professor of Political Science (University of Ghana, Accra, Ghana, 1978-1980, and the University of Benin, Benin City, Nigeria, 1980-1989) and senior advisor to the Government of Canada (1970-1978, 1989-2011). He is author of several of scientific research, including “Soviet policy in Africa: from Lenin to Brezhnev”. In his interview he speeks about IR studies in Africa, about mutual perceptions of Russians and Africans, about his recent book on Soviet and Russian Foreign Policy, about scramble for Africa between great and emerging powers. He expects Russia, the USA, and China to enhance their influence in Africa, at the expense of Britain and France. Prof. Natufe pays a special attention to the role of African Diaspora in Development of African countries.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.004 |
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