Evidence map›Paper›PMID 41341447›Full record

ArticleFrontiers in public health2025

From habits to harm: the effects of lifestyle, sleep, and fitness on injury risk in students using a structural equation modeling approach.

Mario Kasović, Bruno Škrinjarić, Tomáš Vespalec, Milan Mojžíš, Damir Knjaz

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. Not yet cited 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

5 authors.

Mario KasovićDepartment of General and Applied Kinesiology, Faculty of Kinesiology, University of Zagreb, Zagreb, Croatia.
Bruno ŠkrinjarićInstitute of Economics Zagreb, Zagreb, Croatia.
Tomáš VespalecDepartment of Physical Activities and Health Sciences, Faculty of Sports Studies, Masaryk University, Brno, Czechia.
Milan MojžíšDepartment of Physical Activities and Health Sciences, Faculty of Sports Studies, Masaryk University, Brno, Czechia.
Damir KnjazDepartment of Kinesiology of Sports, Faculty of Kinesiology, University of Zagreb, Zagreb, Croatia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: University students often deal with a mix of challenges - from frequent sports and recreational injuries to habits like smoking, drinking alcohol, or consuming energy drinks, along with irregular sleep and different levels of physical activity. This study examines the links between lifestyle habits, sports participation, sleep quality, self-perceived fitness, and the likelihood of getting injured. Methods: In a cross-sectional survey of 933 first-year students (mean age 20.1 ± 2.5), participants reported lifestyle indicators (cigarettes, alcoholic drinks, energy drinks), sports activity (training volume, athlete/competitive status, sport diversity), sleep quality, self-rated fitness, and the number of injuries causing class absence. Partial least squares structural equation modeling evaluated the measurement properties and the structural paths. Results: Sports activity had a strong, positive association with perceived physical fitness. The interaction of lifestyle and sports activity is negatively associated with fitness, indicating that unhealthy habits attenuate sport-related fitness gains. Lifestyle was negatively associated with sleep quality, while better sleep quality positively predicted fitness. Physical fitness did not show a significant direct association with injury counts. Poorer sleep quality was associated with a higher number of injuries. Conclusion: In this large student sample, sleep quality emerged as a pivotal, modifiable protector-linked positively to fitness and negatively to injury risk-whereas sports participation improved fitness, but its benefits were undermined by unhealthy lifestyle behaviours. Injury prevention efforts in student populations should therefore combine promotion of healthy lifestyle choices, sleep hygiene interventions, and safe sport practices.

Indexed as

Life StylePhysical FitnessSleepSleep QualityStudentsWounds and InjuriesAdolescentAdultCross-Sectional StudiesExerciseFemaleHabitsHumansLatent Class AnalysisMaleSportsinjury occurrencelifestyle habitsphysical fitnesssleep qualitysports activity

Identifiers

PMID41341447
PMCPMC12669233

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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.