Evidence map›Paper›PMID 41584200›Full record

ArticleFrontiers in public health2025

Educational anxiety triggered by artificial intelligence technology: pathways and configuration analysis affecting teachers' professional well-being.

Qing Wan, Hongmei Zhang, Jingjing Cao, Hui Tao

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. 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

4 authors.

Qing WanUCL Institute of Education, University College London, London, United Kingdom.
Hongmei ZhangShazhou Professional Institute of Technology, Zhangjiagang, China.
Jingjing CaoFaculty of Education, Languages and Psychology, SEGI University, Kuala Lumpur, Malaysia.
Hui TaoAcademy for Educational Development and Innovation, The Education University of Hong Kong, Hong Kong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: This study aims to systematically explore the key factors influencing teachers' professional well-being and to reveal the complex underlying mechanisms, with the goal of providing both theoretical and practical guidance for enhancing teachers' professional well-being. Methods: A mixed-methods approach was adopted, combining Structural Equation Modeling (SEM) and Artificial Neural Networks (ANN) to analyze the influencing factors and pathways affecting teachers' professional well-being. Results: First, work resources such as autonomy in instructional design, teacher-student relationships, sense of professional competence expansion, and proactive job crafting are significantly positively correlated with teachers' professional well-being, while educational anxiety shows a significant negative correlation. Second, educational anxiety plays a crucial mediating role between work resources and well-being, indicating that part of the positive effect of these resources lies in alleviating anxiety. Third, work engagement positively moderates the beneficial effects of professional competence expansion and proactive job crafting on well-being. Discussion: The study suggests that administrators should grant teachers greater instructional autonomy and provide high-quality professional development opportunities to enhance their sense of competence. Schools should pay attention to teachers' mental health by establishing support systems to alleviate educational anxiety. At the same time, guiding teachers to proactively engage in job crafting is an effective internal pathway to enhance individual well-being. This study offers a multidimensional theoretical perspective and practical reference for improving teacher well-being.

Indexed as

AnxietyArtificial IntelligenceSchool TeachersHumansProfessional CompetencePsychological Well-Beingartificial intelligenceeducational anxietyjob crafting theoryself-determination theoryteachers’ professional well-being

Identifiers

PMID41584200
PMCPMC12823926

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.