Evidence map›Paper›PMID 42451459›Full record

ArticleSensors (Basel, Switzerland)2026

Wearable Sensor-Based Phase Segmentation Analysis of Front Crawl Swimming: A Scoping Review.

Jonathan Simoes, Samuel Aylward, Daniel Hamze, Daniel James Goble, Daniel M Russell, Joshua Haworth

Abstract readScoping Review
In one paragraph

Article in Sensors (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.

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

6 authors.

Jonathan SimoesSchool of Health Science, Oakland University, Rochester, MI 48309, USA.ORCID 0009-0003-2724-2819
Samuel AylwardSchool of Health Science, Oakland University, Rochester, MI 48309, USA.
Daniel HamzeSchool of Health Science, Oakland University, Rochester, MI 48309, USA.
Daniel James GobleSchool of Health Science, Oakland University, Rochester, MI 48309, USA.ORCID 0000-0002-8027-6722
Daniel M RussellSchool of Exercise Science, Ellmer College of Health Sciences, Macon & Joan Brock Virginia Health Sciences at Old Dominion University, Norfolk, VA 23529, USA.ORCID 0000-0001-9130-1172
Joshua HaworthSchool of Health Science, Oakland University, Rochester, MI 48309, USA.ORCID 0000-0001-6154-1407

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Front crawl swimming stroke phase segmentation has historically relied on video analysis, but the development of wearable sensor technology has created new opportunities for automated phase segmentation. This scoping review mapped the available evidence on wearable sensor-based stroke phase segmentation methods in front crawl swimming, following PRISMA-ScR guidelines. A systematic search of SPORTDiscus, Web of Science, and IEEE Xplore conducted from January to June 2026, identified 15 eligible peer-reviewed studies published between 2000 and 2024. The review revealed an emerging field of research that has converged methodologically around inertial measurement units (IMUs) and the Chollet phase segmentation framework while remaining heterogeneous in algorithmic approach and validation practice. Most notably, no included study reported force or pressure outcomes of any kind, representing a critical gap between current sensor-based segmentation capabilities and the biomechanical information most relevant to applied coaching. Continued work in algorithm validation and intra-phase force measurement is needed to advance the field toward a more complete and practically applicable understanding of front crawl swimming mechanics.

Indexed as

SwimmingWearable Electronic DevicesAlgorithmsBiomechanical PhenomenaHumansfront crawlscoping reviewstroke phasesswimmingwearable sensors

Identifiers

PMID42451459
PMCPMC13364495

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.