Evidence map›Paper›PMID 41909563›Full record

ArticleFrontiers in psychology2026

The effect of generative artificial intelligence literacy on academic achievement: the mediating role of academic self-efficacy and the moderating role of critical thinking.

Yingchun Wang

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 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
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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.

Yingchun WangSchool of Ethnology and Sociology, Minzu University of China, Beijing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The underlying mechanism through generative artificial intelligence (GenAI) literacy impacts academic achievement remains insufficiently examined. This study aims to investigate how GenAI literacy influences academic achievement via the mediating role of academic self-efficacy, and whether critical thinking moderates the relationship between GenAI literacy and academic self-efficacy. A total of 744 university students (382 males, 362 females) completed questionnaires measuring their Gen AI literacy, academic achievement, academic self-efficacy, and critical thinking skills. The results supported the mediating effect of academic self-efficacy, suggesting that GenAI literacy can enhance academic achievement by boosting students' academic self-efficacy. Furthermore, the relationship between GenAI literacy and academic self-efficacy was found to be moderated by critical thinking. Specifically, the positive effect of GenAI literacy on academic self-efficacy was more pronounced among students with high levels of critical thinking. This research offers insights for developing specific interventions to leverage GenAI literacy, foster academic self-efficacy, and cultivate critical thinking, thereby improving academic outcomes. Limitations of the study and directions for future research are also discussed.

Indexed as

academic achievementacademic self-efficacycritical thinkinggenerative artificial intelligencegenerative artificial intelligence literacy

Identifiers

PMID41909563
PMCPMC13021780

What OpenQuestion holds

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LicenceCC BY
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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.