ArticleFrontiers in sports and active living2025
Neuromechanical adaptations to EMG-guided SSC training in elite badminton players: a predictive multivariate approach.
Article in Frontiers in sports and active living, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- An Intelligent Wearable EMG Sensing Framework for Athlete Neuromuscular Monitoring and Performance Progression Assessment.Biosensors · 2026Article
- Acute and Short-Term Effects of Real-Time Feedback Neuromuscular Training on Vertical Jump Performance and Reactive Efficiency in Youth Basketball Players.Sports (Basel, Switzerland) · 2026Article
- Neuromuscular Adaptation to Varying Drop Jump Heights: A Muscle Synergy Approach in Elite Handball Players.Journal of human kinetics · 2026Article
- Core-Perception Coupling: Relationships among Core Temperature, the Rating of Perceived Exertion, and Thirst during Moderate Continuous Exercise under Different Hydration Status.Journal of human kinetics · 2026Article
- Pre-Exercise Hydration Modulates the Sweat Rate and Executive Control during Moderate Exercise to 3% Dehydration under Thermoneutral Conditions.Journal of human kinetics · 2026Article
- Genes and Injuries in Sports: A Systematic Review and Meta-Analysis.Journal of human kinetics · 2026Review
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Authors and funding
5 authors.
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Abstract
Background: The stretch-shortening cycle (SSC) is essential for explosive lower-limb actions in court-based sports like badminton. Traditional jump assessments may miss subtle neuromechanical changes. Recent developments in real-time electromyography (EMG) and multivariate analysis-such as synergy-based models-enable more precise, individualized diagnostics in sport-specific contexts. Objectives: This study examined the neuromechanical effects of a 4-week EMG-guided SSC training program in elite badminton players and developed predictive models to identify early training responders. Methods: Twenty-four national-level athletes were randomized into an experimental group (EG, Results: The EG demonstrated significant improvements in EMG latency (-12.2 to -16.5 ms, Conclusion: EMG-guided SSC training promotes meaningful neuromechanical adaptation in elite players. Machine learning and dimensionality reduction may help detect early performance shifts, though findings require validation in larger, more diverse cohorts.
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