Evidence map›Paper›PMID 42559005›Full record

ArticleFrontiers in psychiatry2026

Smartwatch and physical education exam stress: the role of exercise self-efficacy and physical self-concept.

Qi Liu, Hongli Yang, Qi Cui, Jihe Chen, Bing Shi

Abstract read
In one paragraph

Article in Frontiers in psychiatry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Qi LiuSchool of Teacher Development, Shaanxi Normal University, Xi'an, China.
Hongli YangCollege of Education for the Future, Beijing Normal University, Zhuhai, China.
Qi CuiSchool of Education, Shanghai Jiao Tong University, Shanghai, China.
Jihe ChenThe Faculty of Education, Southwest University, Chongqing, China.
Bing ShiPhysical Education School, Shaanxi Normal University, Xi'an, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Against the backdrop of increasing educational digitalization and growing concerns over adolescent physical health, and based on social cognitive theory, this study examines the associations between attitudes toward smartwatch usage and the stress of junior high school students in the High School Entrance Examination Physical Education (PE examination), and further explores its dynamics through the correlational roles of exercise self-efficacy and physical self-concept. Structural Equation Modeling (SEM) analysis reveals that attitudes toward smartwatch use are directly negatively associated with PE examination stress (β = -0.197) and are also indirectly associated with lower stress through their positive associations with exercise self-efficacy (indirect effect = -0.108) and physical self-concept (indirect effect = -0.172). In addition, decision tree analysis using the CHAID algorithm identifies physical self-concept as the most critical associated predictive variable. Exercise self-efficacy and attitude toward smartwatch use serve as subsequent hierarchical factors. The findings suggest that smartwatch usage is negatively associated with examination stress by providing objective data feedback and functioning as a "digital mirror", which is associated with boosting students' confidence in exercise and body awareness. The results offer empirical evidence for the application of smart technology in school physical education and propose a "data-driven" correlational framework for understanding adolescents' physical examination stress. Future research could incorporate longitudinal designs and cross-cultural comparisons to further validate the educational relevance of smartwatches, and should also examine potential negative effects such as data-driven anxiety or social comparison.

Indexed as

adolescent healthartificial intelligenceexercise self-efficacyphysical self-conceptsmartwatch

Identifiers

PMID42559005
PMCPMC13438291

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.