Effective High School ESL Programs: A Synthesis and Meta-analysis
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
Over the past decade there has been increased pressure in the public discourse for accountability in educational outcomes. There has been a growing sense that ESL students are not being well served by the delivery of supports meant to facilitate their development of English language acquisition and enable them to participate with their classmates in the mainstream. In short, educational outcomes measured by way of dropout, failure, and low achievement on standardized tests all suggest that for some reason ESL learners do not benefit from ESL programming. This article begins with a synthesis and meta-analysis of 12 major studies of effective ESL programs conducted over the past 14 years, providing a backdrop for our reflections on our program development and successful outcomes for ESL learners, documented and published previously. By identifying major themes that pervade these studies across time and relating them to our work, we pinpoint the gaps in program design and implementation that should lead to instructional and policy reform. These reforms must be guided and directed by further research efforts in the Canadian context, implemented and supported at the jurisdictional and ministerial levels.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 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) | 0.003 | 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