Evidence map›Paper›PMID 42416154›Full record

ArticleFrontiers in psychology2026

Professional agency as a psychological mechanism linking AI integration to language teacher identity.

Shengju Zou, Caixia Zuo, Zhiyong Yang

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

3 authors.

Shengju ZouCollege of Education Science, Northwest Normal University, Lanzhou, China.
Caixia ZuoDepartment of Educational Psychology, Lanzhou University of Arts and Science, Lanzhou, Gansu, China.
Zhiyong YangThe Local Chronicles Office, Guang'an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: The expanding use of classroom AI tools has made technology integration an increasingly identity-relevant aspect of teachers' work. Framed by psychological perspectives on professional identity, agency, and efficacy beliefs, this study examined whether AI integration in instruction is associated with language teacher identity among high school English teachers, whether professional agency represents an indirect pathway in this association, and whether the association between AI integration and professional agency differs by teachers' AI self-efficacy. Methods: A cross-sectional online survey was conducted with 420 in-service high school English teachers. Participants reported their AI integration practices, professional agency, AI self-efficacy for AI-supported teaching, and language teacher identity. Hypotheses were tested using regression-based conditional process analysis with bootstrapped confidence intervals. Results: AI integration was positively associated with language teacher identity. Professional agency was positively associated with teacher identity and the indirect association between AI integration and teacher identity through professional agency was statistically significant. Moreover, AI self-efficacy moderated the association between AI integration and professional agency, such that the positive relation was stronger among teachers with higher AI self-efficacy. Consistent with this pattern, the conditional indirect association between AI integration and teacher identity through professional agency increased across levels of AI self-efficacy. Discussion: These findings position AI integration as more than a technical practice, highlighting it as a psychologically meaningful context in which teachers enact influence and consolidate their professional self-understanding. The results suggest that supporting teachers in AI-mediated instructional environments requires not only technical guidance but also efforts to strengthen efficacy beliefs and agency-related psychological resources.

Indexed as

AI integrationAI self-efficacyhigh school teacherslanguage teacher identitymoderated mediationprofessional agency

Identifiers

PMID42416154
PMCPMC13337716

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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.