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Record W4416607899 · doi:10.5539/ass.v21n6p9

National Consciousness in Intercultural Communication Textbooks: Taking Intercultural Communication: A Comparison of Chinese and English Cultures as an Example

2025· article· W4416607899 on OpenAlexvenueno aff
Siqi Che, Xiaoru Wang, Biru Liao

Bibliographic record

VenueAsian Social Science · 2025
Typearticle
Language
FieldSocial Sciences
TopicIdeological and Political Education
Canadian institutionsnot available
Fundersnot available
KeywordsChristian ministryConsciousnessNational identityNational consciousnessNational educationPlan (archaeology)Chinese cultureIntercultural communicationChina

Abstract

fetched live from OpenAlex

The Implementation Plan for the Construction of National Planning Teaching Materials for Undergraduate Courses in General Higher Education in the 14th Five-Year Plan formulated by the Ministry of Education in 2023 emphasizes the importance of national consciousness in textbooks. Under this background, this study draws on the analytical framework of national cognition and national identity proposed by Zhao and Shen. Through content analysis, this study analyzes the national consciousness in the textbook: Intercultural Communication: A comparison of Chinese and English Cultures, with the aim to deeply understand the role of national consciousness. The study finds the following characteristics: reasonable proportion of traditional Chinese culture, diversified Chinese cultural elements, large proportion of English translation of names observing the Chinese traditions, and abundant English expressions with Chinese characteristics about traditional Chinese culture. However, there are also some deficiencies, including the uneven distribution of cultural elements, insufficient content about modern Chinese policies and a lack of common culture. The researcher offers the following suggestions: increasing the number of Chinese cultural figures and cultural products, improving the comprehensiveness of culture, increasing the English expressions with Chinese characteristics related to modern Chinese policies, and enhancing the common culture.

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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.358
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0030.009
Scholarly communication0.0010.002
Open science0.0020.001
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 head0.047
GPT teacher head0.417
Teacher spread0.370 · 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; both teacher heads agree on what is shown here.

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

Citations1
Published2025
Admission routes1
Has abstractyes

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