Evidence map›Paper›PMID 41796238›Full record

ArticleScientific reports2026

Exploring associations between energetic and anthropometric characteristics with front crawl technique in young male swimmers using IMU sensors: a preliminary study.

Łukasz Wądrzyk, Robert Staszkiewicz, Kamil Sokołowski, Marek Strzała, Julia Badzińska, Magdalena Żegleń, Łukasz Kryst

Abstract read
In one paragraph

Article in Scientific reports, 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

7 authors.

Łukasz WądrzykDepartment of Water Sports, Faculty of Physical Education and Sport, University of Physical Culture in Krakow, al. Jana Pawla II 78, Krakow, 31-521, Poland. lukasz.wadrzyk@awf.krakow.pl.
Robert StaszkiewiczDepartment of Biomechanics, University of Physical Culture in Krakow, Krakow, Poland.
Kamil SokołowskiDepartment of Water Sports, Faculty of Physical Education and Sport, University of Physical Culture in Krakow, al. Jana Pawla II 78, Krakow, 31-521, Poland.
Marek StrzałaDepartment of Water Sports, Faculty of Physical Education and Sport, University of Physical Culture in Krakow, al. Jana Pawla II 78, Krakow, 31-521, Poland.
Julia BadzińskaPain Research Group, Institute of Psychology, Jagiellonian University in Krakow, Krakow, Poland.
Magdalena ŻegleńPain Research Group, Institute of Psychology, Jagiellonian University in Krakow, Krakow, Poland.
Łukasz KrystDepartment of Anthropology Faculty of Physical Education in Sport, University of Physical Culture in Krakow, Krakow, Poland.

Funding

Program of the Minister of Science called "Regional Excellence Initiative" in the years 2024-2027 RID/SP/0027/2024/01University of Physical Culture in Krakow 394/BS/INoS/2025
6 · The paper itself

Abstract

The study explored the relationships between hand movement patterns and overall kinematic indicators of front-crawl sprint technique in boys aged 12–14, while considering the role of the morpho-functional profile. The sample consisted of 41 participants. Data were collected from anthropometric measurements (8 variables), a 20-s arm-cranking test (6 variables), and a 25-m front crawl trial. Swimming motion was characterized using inertial measurement unit sensors (IMU; BlueTrident) and Artificial Intelligence (8 variables). Video analysis was used to determine swimming velocity (v), stroke rate (SR), stroke length (SL), and stroke index (SI). Principal Component Analysis identified five components: Large Body Size (LBS), Low Fat (LF), Enormous Power (EP), Dynamism (D), and High Angular Velocity (HAV). Pearson correlation analysis revealed strong associations between LBS and EP (r = 0.85), as well as between D and EP (r = 0.51) and D and LBS (r = 0.34). Velocity was related to LBS, EP, D, and LF (r = 0.38–0.56). SR showed strong associations with D (r = 0.76) and EP (r = 0.35), whereas SL was negatively associated with D (r = − 0.44). SI was related to LBS, LF, and EP (r = 0.38–0.49). Overall kinematic indicators are associated with hand acceleration and angular velocity, and IMU based technique assessment supports evaluation of how effectively young swimmers utilize their anthropometric–energetic potential.

Indexed as

AnthropometryAthletic PerformanceSwimmingAdolescentBiomechanical PhenomenaChildHumansMaleAnthropometryKinematicsMechanical muscle powerSwimmingYouth

Identifiers

PMID41796238
PMCPMC13087188

What Socratic holds

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LicenceCC BY-NC-ND
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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.