Evidence map›Paper›PMID 42188544›Full record

ArticleSports (Basel, Switzerland)2026

Limited Association Between Body Mass Index and Selected Components of Physical Fitness in Higher Education Physical Education Students: A Sex- and Country-Specific Analysis.

Agnieszka Wasiluk, Viktoriia Kyrychenko, Grațiela-Flavia Deak, Robert Wilczewski

Abstract read
In one paragraph

Article in Sports (Basel, Switzerland), 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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0cells of the map it votes in
0citing papers in PubMed
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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

4 authors.

Agnieszka WasilukFaculty of Physical Education and Health in Biala Podlaska, Jozef Pilsudski University of Physical Education in Warsaw, 00-968 Warsaw, Poland.ORCID 0000-0001-9781-8121
Viktoriia KyrychenkoInterdisciplinary Research Center in the Domain of Physical Education and Sport, Babeș-Bolyai University, 400084 Cluj-Napoca, Romania.
Grațiela-Flavia DeakDepartment of Kinesiotherapy and Theoretical Disciplines, Babeș-Bolyai University, 400084 Cluj-Napoca, Romania.ORCID 0000-0001-9443-9556
Robert WilczewskiFaculty of Physical Education and Health in Biala Podlaska, Jozef Pilsudski University of Physical Education in Warsaw, 00-968 Warsaw, Poland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundBody mass index (BMI) is widely used as a simple anthropometric indicator, but its functional relevance to physical fitness in physically active populations, such as Physical Education students, remains debated.

aimThis study examined the association between BMI and selected components of physical fitness in Physical Education students, considering sex and country differences.

methodsA cross-sectional study was conducted among undergraduate Physical Education students from Poland and Romania (

resultsAssociations between BMI and fitness components were small in magnitude and inconsistent (r = -0.28 to 0.143; β = -1.614 to 0.005) and varied across tests and subgroups. No significant interaction effects by sex or country were observed, as interaction terms were not statistically significant, and no clear nonlinear relationships were identified. Sex and country were significantly associated with performance levels, whereas BMI contributed only marginally to explaining variability (ΔR

conclusionsBMI showed limited and inconsistent associations with the assessed fitness components in this relatively homogeneous group of Physical Education students. It should be interpreted cautiously as a functional indicator and complemented with more precise measures of body composition and physical fitness.

Indexed as

body mass indexcross-sectional studyEurofit test batteryphysical education studentsphysical fitnesssex differences

Identifiers

PMID42188544
PMCPMC13210559

What Socratic 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 Socratic graph.