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 summarizes a case study of the ways in which a specific English as a Second Language (ESL) program prepares immigrant professionals for employment in an urban Canadian labour market. Data for the study were collected from interviews with immigrant professionals, administrators, ESL teachers, a career workshop facilitator, and from classroom observations of the ESL program in an immigrant-serving organization in western Canada. Using the perspectives of critical multiculturalism, critical ultilingualism, and Foucault’s “governmentality,” the study reveals that the ESL program focuses on presentability and employability of immigrants through processes such as acquiring accentless proficiency in English, changing one’s names, and adapting to Canadian linguistic and cultural norms. The ESL program puts the pressure on immigrants to assimilate, without promoting changes in the larger Canadian society. The roots of the dominance of English language and sociocultural norms are not questioned in the program. Finally, major educational implications of these findings 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 | 0.000 |
| 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) | 0.000 | 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