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
In this paper, I provide a critical discussion about the socio-cultural-historical dimension of a student’s struggle in the processes of learning academic writing in second language (L2). Some teachers or researchers may assume that L2 students often struggle because they do not know or do not understand the information they are taught. Therefore, teachers may feel that it is their duty to explicitly teach the information to students. I argue that some L2 students’ difficulties in their academic writing processes should not only be viewed as due to their limited proficiency of language or motivation to learn. Rather, L2 student writers’ struggles can be influenced by the process of negotiating learner agency and identity in their multiple social worlds. The primary source of the data presented is one Korean student’s personal narrative about his learning challenges and struggles in an intensive ESL program at a Canadian university. Findings of data call for a re-examination of hegemonic approaches that have become normative ways of framing, representing and describing L2 student writers and their learning challenges from a deficit view.
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) | 0.000 | 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