An Empirical Study on the Application of Process Approach in Non-English Majors’ Writing
Why this work is in the frame
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Bibliographic record
Abstract
Process approach has been introduced to China for more than two decades. This approach which views writing as a recursive mental cognitive process is one of the most popular methods for teaching writing. It attaches more importance to a series of activities in the process of writing and the interaction among the student writers. Meanwhile, it emphasizes that writing should be learned in the writing process. This paper aims at exploring the influence of process approach on non-English majors. The author first made a questionnaire to investigate how the non-English majors accomplished their writing tasks and then did an experiment to explore the influence of process approach on their writing ability. The research findings show that non-English majors tend to employ the traditional product approach in writing and that process approach has positive influence on their writing ability. This study sheds light to non-English major teachers in teaching writing.
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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 | 0.002 | 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 | 0.001 |
| 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