Bibliographic record
Abstract
To say that education is a potent factor in any political restructuring is an undisputable fact. For a meaningfulpolitical development to take place in any nation, especially like Nigeria. The place of education is never indoubt to influence postively those in the position of authority to ascertain what are needed to put in place foreffective administration and good governance. Education as a matter of fact in this sense is not just what oneobtains in the institutions of learning, but it deals with all round development which makes one to contributemeaningfully to the development of himself, his family, his society and the entire nation. The national policy oneducation titled the philosophy of Nigeria Education made observations that since the national policy is gearedtowards achieving that part of its national objectives that can be achieved using educaiton as a tool, no policy oneducation can be formulated without first identifying the whole philosophy and objectives of the nation. It is onthis note that this paper examines “Education and Political restructure” as the parameter not only for political andsocial stability in Nigeria but equally for national development.
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".