Teachers' Self-Efficacy and Organizational Citizenship Behaviors
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 aim of the study was to investigate the relationship between teachers' instructional efficacy and their organizational citizenship behavior. Questionnaires were sent to a sample of 1,100 French Canadian high school teachers. A response rate of 44.36% was obtained (279 women and 208 men whose mean age was 40.4 yr.) Teachers' instructional efficacy was assessed with a French Canadian version of the Teacher Efficacy Scale and organizational citizenship behavior was assessed with a questionnaire constructed for the study. Analysis yielded positive and significant correlations (rs ranging from .19 and .34, p<.01) between teachers' personal teaching efficacy and organizational citizenship behaviors such as altruism, courtesy, conscientiousness, and civic virtue. General teaching efficacy was only related to sportsmanship (r=.15, p <.01). So the predictions were partially supported by the results.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| 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) | 0.012 | 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