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March 7, 2026

Machine learning applications for anterior cruciate ligament injury prediction and rehabilitation in sports: A scoping review with evidence synthesis.

Ravinder Kumar Vivek Singh Onima T Reddy

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Key Points

This review aims to explore how machine learning can be used to predict and support the rehabilitation of anterior cruciate ligament injuries in sports.
Conducted a scoping review of cohort-based studies
Synthesized evidence on prognostic and predictive modelling
Evaluated the application of machine learning in various sports contexts
Identified significant trends in the use of machine learning for injury prediction
Highlighted effective rehabilitation strategies supported by predictive modelling
Demonstrated a need for more standardized approaches in studies

Implication

High-quality scoping review synthesizes evidence on machine learning applications in injury prediction and rehabilitation.

Abstract

Level II, high-quality scoping review with structured synthesis of cohort-based prognostic and predictive modelling studies.

Discussion

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Cite This Study

Kumar et al. (2026) studied this question.

synapsesocial.com/papers/69af95a470916d39fea4d6f1 https://doi.org/10.1002/ksa.70374

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Keep reading

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

1Predicting 1-year outcomes after anterior cruciate ligament reconstruction from preoperative physical performance using machine learning: an exploratory studyRetrospective Study · 2026
2Development of machine learning models for preoperative prediction of insufficient clinical improvement after anterior cruciate ligament reconstructionRetrospective Study · 2026
3Application of Machine Learning Algorithms to Predict Clinically Meaningful Improvement After Arthroscopic Anterior Cruciate Ligament ReconstructionRCT · 2021 · 50 citations
4Machine learning approaches to injury risk prediction in sport: a scoping review with evidence synthesisreview · 2024 · 117 citations
5Mechanisms of anterior cruciate ligament injury across sports: A systematic review and meta‐analysis of video‐based studiesSystematic Review · 2026 · 1 citations

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