A Survey of Students’ Motivation in College English Learning Under Production-Oriented Approach in NCEPU
Why this work is in the frame
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Bibliographic record
Abstract
This study investigates students’ motivation in college English learning under production-oriented approach by means of a questionnaire. Forty students in their first-year study participated in this survey. They came from four different disciplines: electronic engineering, automatic engineering, mechanic engineering and power engineering. They were required to fill in the questionnaire at the beginning of the second semester before the teaching reform and at the end of the second semester when the teaching reform was conducted respectively. Our study indicates that students in increasing numbers begin to show great interest in college English learning under POA, and their intrinsic motivation in English learning has been strengthened while at the same time extrinsic motivation shows a tendency of decline. The potential implication of this finding is that POA may be effective in stimulating students’ motivation in college English learning.
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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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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