Multicultural Classrooms: Culturally Responsive Teaching Self-Efficacy among A Sample of Canadian Preservice 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
Many teachers enter classrooms with limited cross-cultural awareness and low levels of confidence to accommodate cultural diversity. Therefore, teaching a heterogeneous body of students requires teachers to have culturally responsive teaching self-efficacy (CRTSE). The investigation of factors impacting teachers’ self-efficacy in teaching diverse students has produced mixed results. The purpose of the current study was to explore the determinants of CRTSE in a sample of Canadian preservice teachers. One hundred and ten preservice teachers from a medium-sized public Canadian University completed measures of political orientation, CRTSE, cross-cultural experiences, and teacher burnout. Higher levels of preservice teachers’ CRTSE were predicted by lower levels of Emotional Exhaustion (i.e., a key aspect of burnout syndrome) and more frequent cross-cultural experiences in their childhood and adolescence. Implications for training preservice teachers are discussed.
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 | 0.002 |
| 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