Hybrid feature-time series neural network for predicting ACL forces in martial artists with resistive braces after reconstruction

The integration of temporal biomechanical data and static clinical features enables accurate ACL force prediction, particularly for patients using resistive braces. This approach provides a novel tool to personalize rehabilitation protocols and validates the efficacy of resistive braces in modulating ACL loads, supporting their clinical adoption for athletes recovering from ACL injuries.

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Publication Details

Journal
Frontiers in Bioengineering and Biotechnology
Published
2025-05-09
DOI
https://doi.org/10.3389/fbioe.2025.1579472
Citations
1
Primary Topic
Knee injuries and reconstruction techniques
Type
article
Field-Weighted Citation Impact
2.01
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article

Hybrid feature-time series neural network for predicting ACL forces in martial artists with resistive braces after reconstruction

Dongyue Li, Hang Yang, Hao Li
1 citations
Frontiers in Bioengineering and Biotechnology
Knee injuries and reconstruction techniques
2.01
article

Hybrid feature-time series neural network for predicting ACL forces in martial artists with resistive braces after reconstruction

Dongyue Li, Hang Yang, Hao Li
article en
1 citations

Abstract

The integration of temporal biomechanical data and static clinical features enables accurate ACL force prediction, particularly for patients using resistive braces. This approach provides a novel tool to personalize rehabilitation protocols and validates the efficacy of resistive braces in modulating ACL loads, supporting their clinical adoption for athletes recovering from ACL injuries.

Frontiers in Bioengineering and BiotechnologyVol. 13
Guangdong University of Foreign Studies (CN), Shanghai University of Sport (CN), Guangzhou Sport University (CN), Guangzhou University (CN)
Good health and well-being
Openalex Percentile: Top 16%
Knee injuries and reconstruction techniques
2.01
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