MétaCan
Menu
Back to cohort
Record W1866410387 · doi:10.20355/c5nk5z

Critical Thinking and Chinese International Students: An East-West Dialogue

2011· article· en· W1866410387 on OpenAlexaffvenueabout
Michael W. O'Sullivan, Linyuan Guo

Bibliographic record

VenueJournal of Contemporary Issues in Education · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Critical Thinking Development
Canadian institutionsUniversity of Prince Edward IslandBrock University
Fundersnot available
KeywordsCritical thinkingHarmony (color)ChinaSociologyPedagogyPsychologyMathematics educationPolitical scienceLaw

Abstract

fetched live from OpenAlex

In the West, the teaching of critical thinking, albeit differentially defined, is seen as the core of work at a graduate level. Despite the fact that developing such critical skills is increasing as an expectation of schools in the West, the literature reflects concerns that Canadian educated students arrive at university unprepared to engage at the expected level of criticality. If this is true of domestic students, what is the situation facing those international students who were educated in intellectual traditions, such as China’s, where critical thinking, at least as understood in the West, is rarely encouraged, and often actually discouraged? Do such students arrive prepared to work at a post-secondary level that involves critical thinking? Do such students embrace or resist critical thinking when these skills are taught to them? Is teaching critical thinking to these students a legitimate scholarly pursuit or is it, in effect, a neocolonial conceit? Can the Asian notion of harmony be reconciled with the Western notion of often-times sharp engagement with ideas and debate with their classmates and instructors? The authors, one a Canadian born and raised professor of comparative and international education to Chinese students studying in Canada, the other, a Chinese scholar who recently completed her doctorate in Canada where she now teaches, engage in a dialogue on Western concepts of critical thinking and the reaction of one class of Chinese international students to this pedagogy.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.009
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.107
Threshold uncertainty score0.212

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.004
Science and technology studies0.0220.030
Scholarly communication0.0140.008
Open science0.0020.007
Research integrity0.0040.009
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.051
GPT teacher head0.414
Teacher spread0.364 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations39
Published2011
Admission routes3
Has abstractyes

Explore more

Same venueJournal of Contemporary Issues in EducationSame topicEducation and Critical Thinking DevelopmentFrench-language works237,207