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Record W4391616044 · doi:10.1080/21620555.2024.2307480

Cultural capital—field connections for three populations of Chinese students: a theoretical framework for empirical research

2024· article· en· W4391616044 on OpenAlexaff
Scott Davies

Bibliographic record

VenueChinese Sociological Review · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicSocial and Cultural Dynamics
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsChinaSociologyCultural capitalImmigrationCultural reproductionField (mathematics)DiasporaGender studiesSocial sciencePolitical scienceLaw

Abstract

fetched live from OpenAlex

“Cultural capital” and “field” are Pierre Bourdieu’s most popular concepts, applied in sociological research around the world, including China. Yet, Bourdieu’s overarching theory of reproduction in education implicitly bore the imprint of a culture-field connection specific to French schooling and society circa 1960–1980. This essay has two broad aims. First, it sketches a comparative framework for connecting cultural resources to their surrounding fields. Second, it applies that framework to three populations of Chinese students: domestic students in China, Chinese international students in North American universities, and Chinese first generation and immigrants in North America. Those populations are used to illustrate several arguments. First, domestic students in China and their diaspora in North America highlight how rationalized competitions in stratified systems trigger intensive “adaptations.” Second, Chinese immigrants have inadvertently triggered new “valuation contests” in North American education. Third, international Chinese students exemplify emerging transnational strategies of opting out of intensive competitions by switching fields. Future directions for research are discussed.

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.034
Threshold uncertainty score0.068

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0050.007
Science and technology studies0.0030.008
Scholarly communication0.0040.007
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.242
GPT teacher head0.588
Teacher spread0.345 · 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 designTheoretical or conceptual
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

Citations10
Published2024
Admission routes1
Has abstractyes

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