Teacher Job Satisfaction for Secondary School Effectiveness in ABA Education Zone, South-East 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
This paper examines teacher job satisfaction for secondary school effectiveness. It was a descriptive survey. A sample of 512 teachers emerged from a population of 1280 representing 40% of the entire population. A 2-part, 15-item, 4-point scale instrument was used to generate data for answering 3 research questions. The instrument was validated by a team of experts in the Department of Educational Management, University of Port Harcourt, Nigeria; and a reliability value of 0.83 established. The researchers distributed and retrieved the instrument. Mean was used to answer the research question. The findings included among others that the classrooms are well ventilated and concluded that inadequate classroom environment and school facilities produced negative teacher job satisfaction and recommended among others that school laboratory should be well equipped to make science teaching more practical and promote effective teacher job satisfaction.
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.
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 | 0.004 | 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) | 0.000 | 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