Evidence map›Paper›PMID 41951764›Full record

ArticleScientific reports2026

AI learning dependence and interpersonal incompetence in EFL contexts: The moderating role of ethical awareness.

Qinqing Zhang, Hung-Wei Feng

Abstract read
In one paragraph

Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Qinqing ZhangSchool of Foreign Languages, Huainan Normal University, No.190 Dongshan West Road, Huainan, 232038, China.
Hung-Wei FengSchool of Educational Science, Yulin Normal University, No. 1303 Jiaoyu East Road, Yulin, 537000, China. fhw@ms22.hinet.net.

Funding

Anhui Province Philosophy and Social Science Planning Project "Research on Affective Interaction and Ethical Guidance Strategies of Generative AI in Foreign Language Teaching in Higher Education", AHSKY2025D101
6 · The paper itself

Abstract

As artificial intelligence (AI) becomes increasingly integrated into English as a Foreign Language (EFL) education, concerns have arisen regarding its potential impact on learners’ social development. This study investigates the relationship between AI learning dependence and interpersonal incompetence among EFL university students, with a particular focus on the moderating role of AI ethical awareness. A survey of 608 non-English major university students was conducted. Using the Unified Theory of Acceptance and Use of Technology (UTAUT) and structural equation modeling (SEM), the research identified factors contributing to AI dependence in EFL learning. Additionally, the impact of AI dependence on learners’ interpersonal incompetence was examined through Media Dependency Theory. The findings indicate that factors such as effort expectancy, performance expectancy, facilitating conditions, and social influence are positively associated with learners’ AI dependence. This dependence, in turn, is positively associated with greater interpersonal incompetence. Furthermore, AI ethical awareness moderates this relationship: the positive association between AI dependence and interpersonal incompetence is weaker among learners with higher ethical awareness. The study confirms the applicability of UTAUT in explaining AI learning dependence and highlights the importance of fostering ethical awareness to mitigate the potential social risks of AI in education. Practical suggestions are also provided to support the sustainable integration of AI in EFL education.

Indexed as

Artificial IntelligenceAwarenessInterpersonal RelationsLearningAdultFemaleHumansLanguageMaleStudentsSurveys and QuestionnairesUniversitiesYoung AdultAI learning dependenceEthical awarenessInterpersonal incompetenceUTAUT

Identifiers

PMID41951764
PMCPMC13219443

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.