ArticleJournal of exercise science and fitness2023
A network analysis involving mental difficulties, cognition, physical fitness, 24-hour movement components, fatness, and sociodemographic factors in children.
Article in Journal of exercise science and fitness, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.
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Who cites it
4 citing papers in PubMed.
- Healthy Lifestyle Matters: A Network Analysis of Urban Chinese Pre-School Children's Adiposity, Sleep Health, Mental Health, Child Functioning and Health Behaviours.Child: care, health and development · 2025Article
- Association Between 24-h Movement Behavior, Physical Fitness, and Inhibitory Control in School Adolescents: A Complex Network Analysis.American journal of human biology : the official journal of the Human Biology Council · 2025Article
- Association between expertise in clinical skills and mental functions networking related to manual dexterity.BMC medical education · 2025Article
- Associations of 24-hour movement behaviors with emotional and behavioral problems among Chinese adolescents.Social psychiatry and psychiatric epidemiology · 2025Article
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Authors and funding
9 authors.
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Abstract
Background: Evidence supports the beneficial linear influence of diverse lifestyle behaviors on brain health since childhood; however, multiple behaviors -and not only one-simultaneously affect such outcomes. Therefore, the aim was to explore the multivariate relationship through a network analysis among mental difficulty and cognitive function with physical fitness (PF), 24-h movement components, fatness, and sociodemographic factors in children Methods: Cross-sectional study involved 226 children (52.2 % boys) aged between six and 11 years. Mental difficulties were evaluated through the Strengths and Difficulties Questionnaire and cognitive function by the Raven's Colored Progressive Matrices Test. The body mass index and PF were assessed according to the procedures suggested by the Proesp-Br, while moderate-to vigorous-intensity physical activity (MVPA) using accelerometry. The socioeconomic level, sleep, and screen time were evaluated by questionnaires. A network analysis was carried out to evaluate the associations among variables and establish centrality measures. Results: Age and PF moderated the negative relationship between cognitive function and MVPA. Furthermore, the direct and inverse relationship between cognitive function and mental difficulties appears to be affected by the 24-h movement components. Finally, age, PF, and screen time are the nodes with higher values of expected influence, indicating more sensitivity to interventions for decreasing mental difficulty and improving cognitive function. Conclusion: Mental health and cognitive function were moderated by the multivariate interaction among age, PF, and the three 24-h movement components. Nonetheless, centrality measures from the network analysis suggest that PF, MVPA, and screen time are crucial nodes in order to implement future interventions.
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