Evidence map›Paper›PMID 42293905›Full record

ArticleFrontiers in psychology2026

Dual pathways construction: a prospective study on how physical activity predicts medical students' professionalism via reducing academic burnout and enhancing self-efficacy.

Ming Gao, Qiao Liu, Keqiang Li, Jianye Li

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. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

4 authors.

Ming GaoDepartment of Physical Education, Shanxi Medical University, Jinzhong, China.
Qiao LiuSchool of Management, Shanxi Medical University, Jinzhong, China.
Keqiang LiFaculty of Sports Science, Wenzhou Medical University, Wenzhou, China.
Jianye LiDepartment of Physical Education, Shanxi Medical University, Jinzhong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This two-wave prospective study examined whether physical activity was indirectly associated with perceived professionalism among medical students through academic burnout and self-efficacy. Methods: A total of 625 medical students completed validated measures of physical activity (IPAQ-SF), academic burnout (MBI-SS), general self-efficacy (GSES), and professionalism (PAS) at two time points, 6 months apart. Data were analyzed using structural equation modeling with bootstrapping. Results: The prospective indirect-effect model showed good fit. T1 physical activity was negatively associated with T2 academic burnout and positively associated with T2 self-efficacy. In turn, T2 burnout and T2 self-efficacy were associated with T2 perceived professionalism. The direct path from T1 physical activity to T2 perceived professionalism was not significant. Significant prospective indirect associations were observed through both burnout and self-efficacy, with no significant difference between the two indirect pathways. Conclusion: Physical activity was prospectively associated with perceived professionalism through lower burnout and higher self-efficacy. Given the two-wave observational design and the concurrent assessment of mediators and outcome at T2, these findings should be interpreted as prospective indirect associations rather than evidence of causal or full mediation.

Indexed as

academic burnoutmedical studentsphysical activityprofessionalismself-efficacy

Identifiers

PMID42293905
PMCPMC13259798

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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.