From the Pulpits to the Boards: A Study on Prospective Second Career Teachers in Turkey
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
<p class="apa">Teaching career is the widest state employment type in Turkey. The career is resourced by many higher education institutions besides the ones deploying regular teacher training programs. Teacher candidates other than the graduates from education faculties have to attend a program specially designed to instruct on foundations of education such as theories, principles, strategies, planning, teaching methods and assessment. That alternative teacher certification program paves the way to transition to teaching career as well. This study was carried out with 11 religious officials who intend to shift into teaching career. The data was collected through 5 essays written by each participant while they were attending the program. The study was conducted as content analyses of total 55 essays. The analyses revealed that the participants, 1 preacher-woman, 4 mosque leaders-preachers and 6 Quran instructors, did not display any role confliction, intended to use their skills and experiences developed through their current careers selectively. The results were discussed with relevant available literature.</p>
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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 | 0.002 |
| 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 it