Primary Education as a Foundation for Qualitative Higher Education in 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
Primary education is universally accepted as the foundation laying level of education in all nations of the world.It provides the mini-structural framework on which the quality of other levels of education is anchored. It is onthis premise that this paper examines the pertinent issues that, if properly addressed would recapture and refocuspolicies in Nigeria for qualitative education at the secondary and tertiary levels. These issues include: Adeliberate and conscious effort at achieving the goals of primary education in Nigeria, Addressing the perennialproblems of teachers and teaching in primary schools and the management of primary education in general,Dealing with the virus of examination malpractices at the level of primary education and its effect on highereducation. In the light of these and other issues adversely affecting the quality of products of education, thispaper recommends, among others that the implementation of national policy in primary education by states andprivate institutions should be closely monitored to ensure uniformity in quality output from the nations primaryschools. All primary schools in Nigeria, irrespective of where they are located, should be given a face lift withmodern infrastructures in terms of building for administration, classrooms, introductory technology workshops,library, equipment and all relevant instructional materials to ensure effective teaching and learning.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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