Teacher Stress: The Mediating Role of Collective Efficacy Beliefs
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
ABSTRACT The aims of the study were to (a) examine the factor structure of measures of teachers’ collective efficacy (TCE), job stress, and job satisfaction, and (b) explore the mediating effect of collective efficacy on the relationship between job stress and job satisfaction. The sample consisted of 951 teachers from elementary and secondary schools in Canada. Measures of TCE, job stress, and job satisfaction showed consistent factor patterns across school levels and gender. Female teachers reported significantly higher levels of stress from workload and student misbehavior. TCE for student discipline mediated the influence of job stress from student misbehavior on job satisfaction, and the relationship was consistent across groups. The results from this study suggest that teachers’ collective efficacy may lower teachers’ stress attributed to student behavior.
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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 | 0.005 | 0.004 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 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