Bibliographic record
Abstract
This study probes the elite theoretical nexus in the Nigerian national question.It questions the dubious nationalism of the country's elite and highlights the indices of perfidies in the worldviews of these elites, particularly the political class.The theoretical framework of the study is of course the elite theory.The study found that the character of the national political elite in Nigeria is tainted by a tripartite notoriety.These elites advocate the indivisibility of the Nigerian union at the central level (because of the petrodollar that is statutorily pooled at the center which they crassly dismember as a class).At their home regional levels, they furtively patronize the agitations for autonomy that even border on insurgency.They finally go to the den of the dreaded agitators (and other societal infidels) to recruit their personal guards because they (the elite) have completely stolen the funds appropriated for state security purposes.The study concludes that for the Nigerian state to continue to survive as one nation, the political elite in Nigeria must commit to resolving the national question or at least bringing the inherent vexing issues to the barest minimum.It is recommended in the study that more concerted efforts be made by civil society organizations in calling the nation's degraded elite to order.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.941 | 0.913 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".