Contending Issues in African Development. Advances, Challenges, and the Future
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
Introduction Conflicts and Convergence in African Development Thinking by Obioma M. Iheduru Bring Back the State: From Instability to Consolidation The Political Economy of State Reconstitution in Africa by Kelechi A. Kalu The Mass Media and Political Stability in Africa: A Utilitarian Theory Approach by Kingsley O. Harbor Africa Between the Meiji Restoration and the Legacy of Ataturk: Comparative Dilemmas of Modernization by Ali A. Mazrui Building Social Capacity: Civil Society, Democratization, and Human Rights Civil Society and Sustainable Development in Eastern and Southern Africa by Julius E. Nyangoro The State and Human Rights in Africa by Julius O. Ihonvbere Democratization In Sub Saharan Africa: Problems, Advances, and Prospects by Harold A. Fisher Prolegomena to an African-Western Ethics and Theory of Rights by Vincent J. Ferrara Political Economy and the Management of Change Towards Democracy and Security in Africa: What Prospects for Sustainable Development of Civil Societies by Timothy M. Shaw and Sandra J. MacClean Nigeria: The Dynamics of Agricultural Policy in a Restructuring Economy by Browne Onuoha Women and Sustainable Development in Africa by April A. Gordon Regional Integration and Sustainable Development Evaluation of the Present State of Economic Integration in Africa: How to Strengthen the African Economic Community by Aguibou Yansane Aguibou West African Regionalism Revisited: Cooperative management of the Gambia and Senegal Water Resources by Nurudeen B. Akinyemi The Politics of Regional Integration and Development in Africa: Issues, Limitations, and Prospects by Aja Akpuru-Aja Conclusion Redefining the African State: Political Capacity in the Post Reform Era by Obioma M. Iheduru Bibliography Index
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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