ArticleBMC psychology2026
Intersections between AI affordances, autonomous learning, grit and AI-assisted L2 learning attitude: the moderating role of technology trust.
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.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
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
Identifiers
42919330What OpenQuestion holds
Registered trials
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.