From Stigma to Strength: A Case of ESL Program Transformation in a Greater Vancouver High School
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 rapid increase of Asian immigrant students in Canadian classrooms demands more systematic and increased language support to ensure all English language learners (ELLs) achieve success in school. However, research has found mixed results on the usefulness of current English as a Second Language (ESL) support programs and a growing dissatisfaction among students and parents about ESL, suggesting further investigation is needed to improve the provision of ESL in the schools. This paper details how one school and one ESL teacher responded to the needs of newly arrived Asian (i.e., Chinese) ELL students by documenting the school’s and teacher’s journey in revamping the pull-out ESL program into a culturally responsive English for Academic Purposes (EAP) program with a focus on immersion, community engagement, and a pedagogy of cultural reciprocity. The case has important implications for redesigning current ESL programs in the context of changing immigration.
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 | 0.001 |
| 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) | 0.007 | 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