Effectiveness of Lesson Study Approach on Preservice Science Teachers’ Beliefs
Why this work is in the frame
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Bibliographic record
Abstract
Beliefs influence teacher decision in the classroom. Because of this reason, understanding teachers’ beliefs is important. It is also critical to study teachers’ beliefs who integrate science in the classroom. In this study, the effects of microteaching with lesson study approach on preservice science teachers’ beliefs about learning and teaching have been analyzed. Teachers’ Beliefs Interview (TBI) has been used for determining the development of preservice science teachers’ beliefs about learning and teaching. At the end of the study, it was determined that through microteaching with lesson study approach, preservice science teachers’ beliefs improved in a positive way that their beliefs significantly changed toward more student-centered. The findings from this study support the notion that application micro teaching with lesson study in Science Teaching Method Course has postitive impact on preservice teachers’ beliefs.
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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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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