Diverse Teachers for Diverse Students: Internationally Educated and Canadian-Born Teachers' Preparedness to Teach English Language Learners.
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
This article describes a study that examines Canadian-born and internationally educated teachers’ (IETs’) self-perceived preparedness to teach English language learners (ELLs). The study employed a survey and interviews to examine teacher candidates’: (a) level of empathy with ELLs, (b) sense of preparedness to teach ELLs, and (c) beliefs about their roles and responsibilities in multilingual classrooms. The study also explores the impact of teacher preparation to teach in multilingual classrooms. Findings suggest that IETs have a higher selfperceived empathy towards ELLs due to their shared backgrounds but personal experiences and empathy are insufficient for providing support and targeted instruction for ELLs. All teachers, regardless of their backgrounds, require appropriate preparation to address the needs of ELLs. Keywords: diversity, ELLs, multilingual classrooms, internationally educated teachers, preparedness
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 | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| 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