Evidence map›Paper›PMID 41958815›Full record

ArticleFrontiers in sports and active living2026

Multimodal assessment of exercise-induced fatigue: integrating cardiopulmonary, neuromuscular, and biomechanical profiling in high-intensity running.

Yekai Wang, Ang Chen, Yichen Xu, Xindong Tao, Jihui Wang, Hui Li, Wei Ouyang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in sports and active living, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Yekai Wang *College of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China.
Ang Chen *College of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China.
Yichen XuCollege of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China.
Xindong TaoCollege of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China.
Jihui WangCollege of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China.
Hui LiCollege of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China.
Wei OuyangCollege of Physical Education and Health Sciences, Zhejiang Normal University, Jinhua, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study aimed to establish a multimodal framework integrating cardiopulmonary exercise testing (CPET), surface electromyography (sEMG), and plantar kinetic assessment to characterize neuromuscular and mechanical fatigue responses during high-intensity treadmill exercise. Twenty healthy collegiate male athletes performed an incremental CPET followed by a supramaximal verification phase. Gas exchange, heart rate, and perceived exertion were continuously recorded. Bilateral sEMG activity from the rectus femoris, biceps femoris, tibialis anterior, and gastrocnemius lateralis was analyzed for integrated EMG (iEMG), root mean square (RMS), and median frequency (MF). Pre- and post-exercise plantar kinetics were obtained using in-shoe pressure sensors to assess contact area, mean pressure, and vertical ground reaction force (VGRF). Plantar kinetics showed increased midfoot contact area (+12.3%,

Indexed as

electromyographylocomotor biomechanicsmultimodal fatigue assessmentneuromuscular adaptationplantar kinetics

Identifiers

PMID41958815
PMCPMC13057562

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.