Evidence map›Paper›PMID 40075111›Full record

ArticleScientific reports2025

Investigating the increase in the specialized performance of athletes using artificial neural network (ANN) exercises.

Shuzhen Ma

Registry-linked trialAbstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07438522 (Effects of Targeted Isometric and Isotonic Hand Strengthening on Hand Function, Dexterity, Grip Strength and Grip Endurance in Competitive Female Badminton Athletes), which is not on this 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.

NCT07438522 narecruitingnot on this map

Effects of Targeted Isometric and Isotonic Hand Strengthening on Hand Function, Dexterity, Grip Strength and Grip Endurance in Competitive Female Badminton Athletes

TypeinterventionalSponsorRiphah International UniversityRan2025 to 2026Enrolled32ConditionsAthletic Performance and Injury RiskArmsIsometric hand strengthening program, Isotonic hand strengthening program
3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
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

1 author.

Shuzhen MaFaculty of Public Administration, Guilin University of Technology, 541000, Guilin, China. msz20210607@126.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Badminton, a dynamic and fast-paced racket sport, demands a unique combination of physical, technical, and cognitive abilities from its players. This study investigates the impact of a tailored core strength training program on the specialized performance of elite badminton athletes, with the aim of unlocking their full potential and improving overall well-being. The research involved a cohort of national-level badminton players who underwent a 12-week core strength training intervention. The program was designed using principles of progressive overload and targeted the development of core stability, power, and explosiveness-essential attributes for high-level badminton performance. Throughout the study, the athletes' progress was evaluated through a comprehensive assessment battery, including measures of shot velocity, agility, jump height, and sport-specific technical proficiency. Additionally, the researchers examined the impact of the training regimen on the athletes' mental health and resilience, using validated psychological questionnaires. The results show that the core strength training program led to significant improvements in the athletes' explosive shot power, stability, and agility-key determinants of badminton success. Notably, the intervention also had a positive effect on the participants' mental well-being, with increased levels of self-confidence, focus, and emotional regulation reported. This study utilized an artificial neural network (ANN) to investigate the relationships between core stability, core power, and performance indicators (agility, jump height, mental well-being) to predict and optimize conditions for enhancing specialized athletic performance. The ANN model demonstrated the ability to capture complex, nonlinear relationships and provide accurate predictions. These results suggest that integrating core-focused training into the preparation of elite badminton athletes can be a crucial strategy for enhancing their specialized performance, reducing injury risk, and promoting holistic well-being. The study shows the importance of tailored, sport-specific approaches to athletic development and provides valuable insights for coaches, sports scientists, and healthcare professionals working with high-performance badminton players.

Indexed as

AthletesAthletic PerformanceNeural Networks, ComputerRacquet SportsResistance TrainingAdultFemaleHumansMaleYoung AdultAthlete potentialBadminton performanceCore strength trainingExplosive shotsInjury preventionMental healthStability and agility

Identifiers

PMID40075111
PMCPMC11903665

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

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.