Institutional Forces and L2 Writing Feedback in Higher Education
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
There has recently been growing interest in the relationship between second language (L2) writing development and the institutional contexts in which this process is embedded. The present study examines this relationship by reporting on an eight-month qualitative investigation of international university students and their perspectives on the impact of feedback practices for L2 writing development in content courses. Drawing on interviews with five focal students and four focal instructors, as well as on writing samples and course documents, this study illustrates the powerful but often unspoken impact that institutional factors such as departmental budgets and prescribed grade distributions have on L2 writers and their instructors. These factors are shown to constrain students’ and instructors’ abilities to discuss how discipline-specific writing is structured and how it might be negotiated and ultimately understood. Implications focus on the challenges of helping L2 students develop academic writing skills without also addressing the institutional factors that underlie writing and feedback practices.
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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) | 0.001 | 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