MétaCan
Menu
Back to cohort
Record W3136779583 · doi:10.1080/01596306.2021.1904382

Chinese international secondary school students as flexible citizens: toward cosmopolitan learning

2021· article· en· W3136779583 on OpenAlexaff
Xi Wu, Paul Tarc

Bibliographic record

VenueDiscourse Studies in the Cultural Politics of Education · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsWestern University
Fundersnot available
KeywordsCitizenshipExistentialismNoticeDialogical selfGlobal citizenshipEthnographySociologyPower (physics)PedagogyTransformative learningPsychologySocial psychologyPolitical sciencePoliticsLawAnthropology

Abstract

fetched live from OpenAlex

Guided by the notion of ‘flexible citizenship’, as a strategy to accumulate and exchange different forms of capital across national borders, our ethnographic study followed eleven Chinese international secondary school students’ transnational lives. This paper is focused on how instrumental goals of flexible citizenship cover over the emotional and existential qualities of these youths’ lives. To orient this concern, we turn to Rizvi’s conception of ‘cosmopolitan learning’ highlighting learners’ relational awareness of their ‘situatedness’ in a hyper-connected world. Our analysis shows that student participants’ understandings and practices were laced with emotional and moral sensitivities emerging from the intersecting transnational regimes of family, nation-states, and capital. Governed by home and host cultural logics and power discourses, the students were pushed and pulled into an instrumental flexible citizenship. They lacked dialogical spaces and pedagogical supports from teachers and parents for their cosmopolitan learning; we suggest stakeholders in East–West study abroad take notice.

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 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)0.000
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation 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 score0.298
Threshold uncertainty score0.568

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.060
GPT teacher head0.513
Teacher spread0.452 · 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 teacher head, 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

Citations11
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueDiscourse Studies in the Cultural Politics of EducationSame topicGlobal Education and MulticulturalismFrench-language works237,207