MétaCan
Menu
Back to cohort
Record W2947546289 · doi:10.1080/01434632.2019.1623223

Examining the influence of transnational discourses on Chinese international secondary school students’ academic learning

2019· article· en· W2947546289 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Multilingual and Multicultural Development · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsWestern University
FundersEast China Normal University
KeywordsSociologyNeoliberalism (international relations)International educationSociocultural evolutionCitizenshipChinaContext (archaeology)Gender studiesPedagogySocial scienceHigher educationPolitical sciencePoliticsLawAnthropology

Abstract

fetched live from OpenAlex

In recent years, increasing numbers of Chinese international secondary school students have come to study in Canada. Upon arriving in their international context, their academic studies are influenced by socio-economic and cultural forces circulating between the home and host spaces of China and Canada. This paper delves into the economic, cultural and social rationalities behind eleven Chinese international secondary school students’ distinct ways of learning in transnational contexts. My study was guided by Ong’s [1999. Flexible Citizenship: The Cultural Logics of Transnationality. Durham: Duke University Press; 2006. Neoliberalism as Exception: Mutations in Citizenship and Sovereignty. Durham, NC: Duke University Press] notion of cultural logics and critique of neoliberal discourses by examining how sociocultural forces/rationalities in transnational contexts governed eleven Chinese international students’ learning goals, characteristics, needs, and preferences, as well as how global-scale neoliberal cultural logics played a dominant role. This ethnographic study not only problematises the dominance of neoliberal discourses and Western cultures in daily teaching and learning, but also gives educators and policymakers insights into how to support academic studies and language learning of Chinese international secondary school students by considering the aggregated effect of multiple transnational forces.

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.578
Threshold uncertainty score0.302

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.023
GPT teacher head0.365
Teacher spread0.342 · 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