A Framework for Infusing Critical Thinking into Chinese College EFL Learners’ Argumentative Writing Process
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
Written argumentation, as a language skill and a cognitive skill as well, is not easy for EFL learners. In China, related studies found that college EFL learners are weak in written argumentation due to the deficiency of critical thinking. In order to enhance Chinese college EFL learners’ argumentative writing ability, this paper reviewed the nature of argumentative writing, the relationship between critical thinking and argumentative writing and previous studies on effects of critical thinking instruction into argumentative writing, and then pointed out that it is reasonable to infuse critical thinking into argumentative writing process in Chinese EFL context. With teachers’ feedback and students’ reflection as the pedagogical tool, the author synthesized an instruction framework for infusing critical thinking skills into Chinese EFL learners’ argumentative writing process hopefully to provide reference for further research and instruction.
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 | 0.009 | 0.405 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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