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
While the commodification of English as a global language may give rise to varying degrees of political and economic benefits for language learners, a simultaneous “cost” of this return may be a continued perpetuation of various forms of hegemony. In this vein, this one-year case study investigated a Canadian post-secondary English as a Second Language (ESL) program that analyzed the interconnections between language and culture through a critical dialogic approach. Classroom observations, however, revealed that disjunctions existed between the pedagogy as it was conceptualized and the practices of the instructors teaching there and suggested that the “critical” discourses mediated within the language classrooms essentialized culture and, subsequently, the identities of the students. This paper presents the voices of students from Mainland China as they attempted to negotiate their local and global identities within the larger sociopolitical contexts of the English language, generally, and English language education, in particular. I argue that classroom discourses can (re)create subordinate student identities, thereby limiting their access not only to language-learning opportunities, but to other more powerful identities. This paper thus highlights how ESL pedagogies and practices might address and contest hegemonic discourses and concomitantly reimagine student identities in more emancipatory ways.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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