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
When university/college faculty members believe that ESL students’ writing skills are not equivalent to those of native speakers, they frequently send these ESL students to their institution’s writing centres (WCs). However, this often results in frustra- tion for WC staff, the students, and faculty members. This article first describes ESL students’ language-learning backgrounds and expectations, as well as WCs’ still- evolving philosophy and practices, to demonstrate that ESL students visiting WCs are still often caught between two opposing educational frameworks. The article then offers possible solutions and discusses the importance of initiating dialogue among ESL instructors, ESL students, WC staff, and university/college professors.Quand les professeurs au collège ou à l’université croient que la compétence en rédaction des étudiants en ALS n’est pas équivalente à celle des locuteurs natifs, ils les envoient souvent aux centres de rédaction de leur institution. Il en résulte souvent de la frustration de la part du personnel des centres, des étudiants et des professeurs. Cet article débute par une description des antécédents et des attentes des étudiants en ALS d’une part, et des pratiques et de la philosophie en évolution des centres de rédaction d’autre part, de sorte à démontrer que les étudiants qui vont aux centres de rédaction se retrouvent encore souvent coincés entre deux cadres pédagogiques en opposition. Cet article offre des solutions possibles et dis- cute l’importance d’amorcer un dialogue entre les enseignants en ALS, les étu- diants en ALS, le personnel des centres de rédaction et les professeurs aux niveaux collégial et universitaire.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.031 | 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