The Relationship between Language Learning Motivation and the Choice of Language Learning Strategies among Chinese Graduates
Why this work is in the frame
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Bibliographic record
Abstract
This research is aimed to investigate the relationship between language learning motivation and the choice of language learning strategies among Chinese graduates of non-English majors. A total of 300 graduates participated in this survey research and 284 subject responses were valid and used for the statistical analysis. The collected data were computed and analyzed through descriptive statistics, test of normality, test of linearity and Pearson correlation. The major findings of the study were: (1) Chinese graduates tended to be more extrinsically motivated. (2) Their motivation was found significantly correlated with their learning strategy use. The more motivated students were the more strategies they tended to use. (3) Motivational strength and personal goals were found to have the highest correlation with the overall strategy use among Chinese graduates.
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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 | 0.001 | 0.130 |
| 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