Reframing the Debate on Asian Students and Critical Thinking: Implications for Western Universities
Bibliographic record
Abstract
This paper examines the contention that, as a result of their cultural and educational backgrounds, students from east Asia lack the critical thinking skills required when they study abroad at Western universities. It begins by highlighting the broad nature of the term ‘critical thinking’, which includes a wide range of both cognitive skills and psychological dispositions. From a comprehensive review of the literature, it finds that many, though not all, of these skills and dispositions can be found in equal or greater measure in Asian culture and education, particularly when the factor of language proficiency is taken into account. It advocates, therefore, a reframing of the debate on the issue, moving away from general, and potentially misleading, statements about criticality towards a more specific analysis of what assistance international students require when they enter Western universities.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.027 | 0.026 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.007 | 0.042 |
| Scholarly communication | 0.014 | 0.018 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.006 | 0.012 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".