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Record W4387935412 · doi:10.3138/topia-2023-0019

Being Too Asian: Migrant Student Time and Resistance within the Canadian University

2023· article· en· W4387935412 on OpenAlexaffvenueabout
Vedanth Govi, Rui Liu, Ian Liujia Tian

Bibliographic record

VenueTOPIA Canadian Journal of Cultural Studies · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Research Studies
Canadian institutionsUniversity of TorontoYork University
Fundersnot available
KeywordsCheatingTimelineResistance (ecology)Moral panicAnxietyPolitical scienceWhite (mutation)Higher educationGender studiesCriminologySociologyPsychologySocial psychologyHistoryLawPsychiatry

Abstract

fetched live from OpenAlex

Asian international students in Canadian higher education have long caused anxiety and predicament for domestic (white) students, faculty, and staff. This article considers the contending and multiple timelines in and against which international students (Chinese, South Asians, or otherwise) operate. In particular, this article considers how these students time-trick the neoliberal university by examining reports and advocacy around three temporal events: extensions, cheating and suicide. Ultimately, the authors seek to problematize the moral panic over decreasing admission standards and academic integrity associated with the admission of Asian international students within the Canadian higher education system.

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)0.003
metaresearch head score (Gemma)0.008
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 score0.966
Threshold uncertainty score0.249

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0290.013
Scholarly communication0.0080.003
Open science0.0020.007
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0040.000

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 head0.034
GPT teacher head0.340
Teacher spread0.306 · 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

Citations2
Published2023
Admission routes3
Has abstractyes

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Same venueTOPIA Canadian Journal of Cultural StudiesSame topicHigher Education Research StudiesFrench-language works237,207