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 examines the appropriation of academic biliteracy by three French-speaking students at an English-medium university in the Canadian province of Québec. Drawing on Hornberger’s continua model of biliteracy, Bourdieu’s critical social theory, and philosophical hermeneutics, the author conceptualizes individual biliterate development as a subjective and intersubjective evaluative response to social contexts of possibilities for biliteracy. Case study data were collected during 2 ½ years and included autobiographical and text-based interviews, inventories and analyses of academic writing in English and French, classroom-based observations, field notes, and documentation of the legal, historical, institutional, and demographic contexts. Analyses of the participants’ negotiations and trajectories of bilingual academic writing development reveal the challenges and resources of bilingual writers to uphold their commitment to academic biliteracy within English-dominant institutional and disciplinary contexts. Implications for the advancement of multilingual academic literacies are drawn.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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