Bibliographic record
Abstract
There is a renewed interest in the idea of the developmental state in Africa. This is partly a reaction to the failure of the pro-market reforms under the Washington Consensus to deliver socio-economic progress. Nonetheless, the Nigerian There is a renewed interest in the idea of the developmental state in Africa. This is partly a reaction to the failure of the pro-market reforms under the Washington Consensus to deliver socio-economic progress. Nonetheless, the Nigerian economy, after fifty years of political independence and economic governance and management, has suffered from fundamental structural defects and has remained in persistent stagnation. Many features in Nigeria’s economy combined with other non-economic factors have produced a weak private sector that is largely oriented towards distributive activities. The productive and technological base is weak, outdated, narrow, inflexible and externally dependent. Furthermore, infrastructure is poor, inadequate and lacks maintenance. Thus, the effectiveness of incentives has been generally low, giving rise to inadequate utilization of the factors of production. The paper blames the country’s overdependence on single product export-crude oil-without profound efforts to diversify the economy as a key weakness. Questions that the paper tries to address are; is Nigeria at present, making enough efforts to move towards the identified features of a developmental state? Does it require a sound re-thinking into the development agenda with regards to the various key issues relevant to developing countries? How can we break out of this vicious cycle? Correcting this scenario forms the crux of this paper. The paper suggests different solution scenarios to many of the problems on the platform of the developmental state paradigm. As such, the country should develop a class of entrepreneurs that possess the tacit knowledge required for rapid industrialization and development of the manufacturing sector. This proactive stance with capable institutions would move Nigerian economy to the desired direction.
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.
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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.010 |
| Scholarly communication | 0.011 | 0.010 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.005 | 0.006 |
| 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".