Evidence map›Paper›PMID 41323903›Full record

ArticleFrontiers in psychology2025

Between support and substitution: the impact of artificial intelligence use on anxiety and learning performance among Spanish majors in China.

Zigang Wang, Zuoyu Chen, Longxiang Li, Jiamin Sun

Abstract read
In one paragraph

Article in Frontiers in psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

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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

2 citing papers in PubMed.

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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

4 authors.

Zigang WangSchool of Foreign Studies, University of International Business and Economics, Beijing, China.
Zuoyu ChenSchool of Foreign Studies, University of International Business and Economics, Beijing, China.
Longxiang LiDepartment of Spanish, Jilin International Studies University, Changchun, China.
Jiamin SunSchool of Foreign Studies, University of International Business and Economics, Beijing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Generative AI is increasingly embedded in foreign-language learning, yet its effects may depend on how students use it. We examined how distinct AI usage behaviors relate to learning/career anxiety and learning performance among Spanish majors in China. Methods: We surveyed 733 Spanish majors from 59 universities (July-August 2025). Instruments captured AI behaviors, learning anxiety, career anxiety, and learning performance. Exploratory and confirmatory factor analyses identified usage dimensions; Pearson correlations and multiple regressions (controlling for gender, age, grade, and program type) tested associations. Mediation/suppression was examined via Bootstrap procedures. Results: A three-factor structure emerged: (1) substitutive use (AI replaces learners' cognitive work), (2) after-class auxiliary use, and (3) in-class auxiliary use. Substitutive use was positively associated with learning anxiety (β = 0.331) and career anxiety (β = 0.189) and negatively predicted learning performance (β = -0.178). After-class auxiliary use positively predicted performance (β = 0.271) but slightly increased anxiety; both learning and career anxiety exerted small suppressor effects on this positive pathway. In-class auxiliary use showed no significant effects on anxiety or performance. Both learning anxiety (β = -0.221) and career anxiety (β = -0.092) negatively predicted performance. Discussion: The educational impact of AI hinges on usage patterns and scenarios. Substitutive behaviors elevate anxiety and undermine performance, whereas well-scaffolded after-class auxiliary use benefits performance despite minor anxiety-related suppression. Guiding students to curb substitutive use and optimize auxiliary strategies-especially outside class-may improve outcomes.

Indexed as

anxietyartificial intelligencelearning performanceSpanish majorusage behavior

Identifiers

PMID41323903
PMCPMC12661583

What OpenQuestion holds

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LicenceCC BY
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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.