Leadership Roles for Mindful Schools: Examining Relationships Between Different Leadership Roles of School Principals and School Mindfulness
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
The purpose of this study is to reveal leadership roles of school principals having impact on school mindfulness. This quantitative study with correlational design involves 389 teachers from secondary and high schools in Buyukcekmece, Istanbul province. The researchers used the ‘School Mindfulness’ and ‘Leadership Roles of School Principals’ scales. In the study descriptive statistics, correlation and regression analyses were used to reveal the prediction level. The findings showed that visionary and transformational leadership roles of school principals strengthen school mindfulness and the sub-categories of faculty and school principal mindfulness. In addition, instructional leadership roles of school principals predict principal mindfulness. However, cultural leadership was found to have no effect on school mindfulness.
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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 | 0.001 | 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) | 0.002 | 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