Evidence map›Paper›PMID 42052085›Full record

ArticleFrontiers in psychology2026

AI literacy and foreign language boredom in AI-assisted academic English learning: the roles of engagement and task value.

Fang Liu

Abstract read
In one paragraph

Article in Frontiers in psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

1 author.

Fang LiuCollege of Foreign Languages, Guilin University of Electronic Technology, Guilin, Guangxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

With the rapid integration of artificial intelligence (AI) tools into academic English learning, understanding how learners' AI-related competencies influence their motivational and emotional experiences has become increasingly important. Drawing on frameworks of technology enhanced learning and foreign language emotions, this study examines the relationship between AI literacy and foreign language boredom in AI-assisted academic English learning, with a particular focus on the roles of learner engagement and task value. Survey data were collected from 392 postgraduate students and analyzed using Exploratory Factor Analysis and Structural Equation Modeling. The results indicated that AI literacy played a foundational role by positively associating with both learning engagement and perceived task value. Learning engagement was found to reduce levels of foreign language boredom and academic pressure, whereas academic pressure emerged as a strong positive predictor of foreign language boredom. Interestingly, perceived task value showed a positive association with boredom, suggesting that highly valued academic English tasks may simultaneously evoke emotional fatigue in high demand learning environments. There is no moderating effect of perceived task value on the relationship between engagement and boredom. Overall, the findings highlight the complex interplay between AI-related competencies, motivational processes, and emotional experiences in AI-assisted foreign language learning. The study underscores the importance of fostering AI literacy and sustained learning engagement while also addressing academic pressure to promote emotionally sustainable AI-supported language learning environments.

Indexed as

academic pressureAI literacyChinese EFL postgraduatesforeign language boredomlearner engagementtask value

Identifiers

PMID42052085
PMCPMC13111479

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.