Evidence map›Paper›PMID 42919330›Full record

ArticleBMC psychology2026

Intersections between AI affordances, autonomous learning, grit and AI-assisted L2 learning attitude: the moderating role of technology trust.

Fang Fang, Yaru Meng, Lingjie Tang, Yu Cui

Abstract read
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In one paragraph

Article in BMC psychology, 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

4 authors.

Fang FangSchool of Foreign Studies, Xi'an Jiaotong University, No. 28 Xianning West Road, Xi'an, 710049, China.ORCID http://orcid.org/0009-0001-7564-8341
Yaru MengSchool of Foreign Studies, Xi'an Jiaotong University, No. 28 Xianning West Road, Xi'an, 710049, China. maryann@xjtu.edu.cn.ORCID http://orcid.org/0000-0003-4154-3776
Lingjie TangSchool of Foreign Studies, Xi'an Jiaotong University, No. 28 Xianning West Road, Xi'an, 710049, China. tlj-danielcooper@stu.xjtu.edu.cn.ORCID http://orcid.org/0000-0002-8176-0604
Yu CuiSchool of Foreign Studies, Xi'an Jiaotong University, No. 28 Xianning West Road, Xi'an, 710049, China.ORCID http://orcid.org/0009-0002-9605-5243

Funding

National Social Science Fund of China 25BYY109Teaching Reform Project of Shaanxi University of Science and Technology 25Y080
6 · The paper itself

Abstract

Artificial intelligence (AI) is increasingly reshaping second language (L2) learning by providing learners with more interactive, flexible, and personalized forms of support. Yet how learners' perceptions of AI affordances develop into attitudes toward AI-assisted L2 learning remains insufficiently understood, particularly in relation to the psychological processes involved. To address this gap, the present study examined the relationships among perceived AI affordances, autonomous learning, grit, technology trust, and learner attitudes. Questionnaire data from 623 Chinese EFL learners were analyzed using partial least squares structural equation modeling (PLS-SEM). The results showed that perceived interactivity, convenience, and personalization were positively associated with learner attitudes, whereas social presence had no significant direct effect. Convenience and social presence were indirectly related to attitudes through the sequential pathway of autonomous learning and grit, while personalization also exerted an indirect effect through grit. Technology trust strengthened the relationship between autonomous learning and grit, but did not moderate the link between autonomous learning and attitudes. These findings provide insight into the relationship between perceived AI affordances and learners' attitudes toward AI-assisted L2 learning, highlighting the roles of autonomy, grit, and trust.

Indexed as

Artificial IntelligenceAttitudeLearningMultilingualismTrustAdultFemaleHumansMaleYoung AdultAI affordancesAutonomous learningGritL2 learningLearner attitudePLS-SEMTechnology trust

Identifiers

PMID42919330

What OpenQuestion holds

Textmetadata
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Registered trials

None linked

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.