MétaCan
Menu
Back to cohort
Record W4407582933 · doi:10.5539/jel.v14n4p12

Asian Students’ Perceptions of English as a Lingua Franca Arising from Intercultural Communication in the Global Society

2025· article· en· W4407582933 on OpenAlexvenueno aff
Yau Tsai

Bibliographic record

VenueJournal of Education and Learning · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicSecond Language Learning and Teaching
Canadian institutionsnot available
Fundersnot available
KeywordsIntercultural communicationEnglish as a lingua francaLingua francaPsychologyPerceptionLinguisticsSociologyPedagogyPhilosophy

Abstract

fetched live from OpenAlex

When English as a lingua franca (ELF) arising from intercultural communication emerges in the global society due to the trend toward internationalization in recent decades, whether it is accepted by those who usually consider American English and British English as standard English deserves the attention of researchers and educators across the world. The study of this paper thus targets Asian students speaking English as a foreign language (EFL) and studying at a university in Taiwan and explores how they view such a social language through quantitative research. According to the findings, EFL students in Taiwan commonly hold positive attitudes toward ELF and also have the desire to learn it because of the need for making friends with foreigners online. It is thus concluded that EFL students in Taiwan are likely to feel motivated to learn about new forms and expressions in ELF which can make them understand more about the changing world. As the study also shows that students’ attitudes toward ELF and those toward inner-cirle Englishes are linked to each other, it is also concluded that integrating a comparative analysis of ELF and inner-circle Englishes into the English curriculum of university students in Taiwan can be considered as part of intercultural education which is beneficial for enhancing their knowledge and skills of intercultural communication in the global society. It is further suggested that Asian students living in the global society of the 21st century should not be isolated from the changing world but rather receive intercultural education which enables them to broaden their worldviews and possess certain levels of competence for responding to world affairs.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.013
Threshold uncertainty score0.025

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0040.001
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.010
GPT teacher head0.311
Teacher spread0.301 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Education and LearningSame topicSecond Language Learning and TeachingFrench-language works237,207