Evidence map›Paper›PMID 42141439›Full record

ArticleBMC sports science, medicine & rehabilitation2026

Wearable sensor assessment of neuromuscular latency: revealing the strength-timing trade-off in female soccer.

Özlem Köklü

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In one paragraph

Article in BMC sports science, medicine & rehabilitation, 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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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

1 author.

Özlem KöklüDepartment of Coach Education, Faculty of Sport Science, Pamukkale University, Denizli, Türkiye. ozlemkoklu@pau.edu.tr.ORCID http://orcid.org/0000-0001-6752-6654

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe high incidence of anterior cruciate ligament (ACL) injuries in female soccer players persists despite widespread preventive interventions. Traditional screening relies heavily on isokinetic torque ratios to assess mechanical joint stability; however, this approach often fails to capture the temporal dynamics of sensorimotor control. Wearable wireless electromyography (sEMG) provides a viable modality to assess these neuromuscular latency deficits.

methodsTwenty-one female soccer players (age: 17.60 ± 0.87 years) underwent reciprocal concentric isokinetic testing at 60°/s, 180°/s, and 240°/s. The hamstring-quadriceps torque ratio was measured via an isokinetic dynamometer and normalized to body weight. Simultaneously, neuromuscular latency was acquired using a wearable wireless sEMG system (BTS FreeEMG) on the vastus lateralis and semitendinosus. Neuromuscular latency was quantified using a computerized threshold algorithm to determine the agonist-antagonist asynchrony.

resultsA significant main effect of angular velocity was observed on neuromuscular latency (p < 0.05), which decreased with increasing velocity, reflecting feed-forward adaptation. A positive correlation emerged between the mechanical H/Q torque ratio and neuromuscular latency, most notably at 60°/s (r = 0.792) and 240°/s (r = 0.681). This indicates a paradoxical latency-strength mismatch, in which players with more favourable H/Q torque ratios exhibit significantly delayed neuromuscular reflexive responses.

conclusionsStatic mechanical symmetry does not guarantee dynamic temporal efficiency. The identified latency-strength mismatch suggests that standard dynamometry may mask critical sensorimotor deficits. The integration of wearable wireless sEMG technology into injury risk screening is essential to capture these temporal asymmetries and ensure that mechanical capacity is matched by rapid neural drive.

Indexed as

ACL injury preventionFemale soccerNeuromechanical couplingWearable technologyWireless electromyography

Identifiers

PMID42141439
PMCPMC13348797

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LicenceCC BY-NC-ND
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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.