Primary School Pupils’ Perception of the Efficacy of Mother Tongue Education in Ibadan Metropolis
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
This survey research investigated the perception of primary school pupils on the efficacy of MTE in enhancing cognitive achievement in selected primary schools in Ibadan metropolis. A total of 1000 pupils from 50 randomly selected primary schools were the participants in the study which attempted to provide answer to two research questions. A questionnaire was used in collecting data which were analyzed using frequency counts, percentage and t-test. Findings reveal that primary school pupils perceived MTE as good and efficacious in enhancing cognitive achievement, and there was no significant difference in male and female pupils perception of the efficacy of MTE. Based on these findings, it is recommended that MTE should further be intensified in early childhood as its benefits far outweigh its limitations.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| 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