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Cultural intelligence, acculturation, adaptation and emotional displays of other-condemning emotions and self-conscious emotions among Chinese international students in the UK

2025· article· en· W4407673662 on OpenAlexaff
Jie Deng, Tara C. Marshall, Toshie Imada

Bibliographic record

VenueInternational Journal of Intercultural Relations · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsMcMaster University
Fundersnot available
KeywordsAcculturationPsychologyAdaptation (eye)Emotional intelligenceSocial psychologyDevelopmental psychologySociologyEthnic groupAnthropology

Abstract

fetched live from OpenAlex

Are emotional display rules – cultural norms regarding how to express emotions in culturally and socially proper ways – influenced by individuals’ acculturating experiences? The current study investigated the impact of cultural intelligence and acculturation variables (e.g., mainstream and heritage cultural identification, sociocultural adaptation, acculturative stress) on displays of other-condemning emotions (anger, disgust and contempt) and self-conscious emotions (shame and guilt) among Chinese international students in the UK ( N = 161). The results indicated that there were indirect effects of cultural intelligence on emotional display rules through cultural identification and cultural adaptation. This research extends our current knowledge about the mechanisms that may influence emotional display rules and offers some practical guidance for acculturating individuals.

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)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.294
Threshold uncertainty score0.542

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.023
GPT teacher head0.361
Teacher spread0.338 · 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 designObservational
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

Citations4
Published2025
Admission routes1
Has abstractyes

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