Pre-Service Teachers’ Self-Efficacy Support Systems Resulting in a Desire to Become Teachers
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 study focused on changes in the self-efficacy of 48 men and women pre-service teachers in a Thai computer Teacher Education program. Their self-efficacy levels were measured before and after attending the Pre-service Teacher Support System (PTSS). A shorter version of the Teacher Sense of Efficacy Scale and assessment of the desire to become a teacher were used to collect self-efficacy, PTSS questionnaires, logbooks, and interviews. PTSS is a program developed to assist students with self-efficacy, motivation, and the desire to become teachers. The results show a statistical increase in self-efficacy. The PTSS program designed for pre-service teachers to exchange teaching experiences and techniques they gained during practicum training. The PTSS has resulted in an increase in self-efficacy after attending PTSS sessions with personalized implications, which indicated the support system could help student teachers.
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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 | 0.002 | 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 | 0.001 | 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