☆ 4.3 Review

Identifying Gait-Related Functional Outcomes in Post-Knee Surgery Patients Using Machine Learning: A Systematic Review

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2023)

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Summary: This study aimed to identify phenotypic clusters among TKA candidates based on demographic and knee mechanic features during gait and compare gait changes between clusters postoperatively. Four TKA candidate phenotypes were identified, predominantly separated by sex and knee joint biomechanics. Post-TKA knee kinematics and kinetics improvements were cluster-specific, with lower functioning clusters experiencing more improvement.

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Can the Output of a Learned Classification Model Monitor a Person's Functional Recovery Status Post-Total Knee Arthroplasty?

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Summary: This study investigates the use of classification models in monitoring the recovery status of individuals post-TKA, and demonstrates a correlation between the model's output and patient-reported functioning.

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Christos Kokkotis et al.

Summary: This paper presents a machine learning methodology that uses biomechanical parameters to identify ACL injury and investigate differences in kinematics and kinetics between ACL deficient, reconstructed, and healthy individuals during gait. The proposed methodology achieves high accuracy using support vector machines as the best performing model. Furthermore, an explainability analysis reveals the contribution of neglected features in ACL injury diagnosis.

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Mechanical Factors Contributing to Altered Knee Extension Moment during Gait after ACL Reconstruction: A Longitudinal Analysis

Chandramouli Krishnan et al.

Summary: The study found that both knee flexion angle and peak vertical ground reaction force contribute positively to altered knee extension moments during gait, but the contribution of knee flexion angle is much greater than that of vertical ground reaction force.

MEDICINE & SCIENCE IN SPORTS & EXERCISE (2022)

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Descriptive Epidemiology of Injuries Sustained in National Collegiate Athletic Association Men's and Women's Volleyball, 2013-2014 to 2014-2015

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SPORTS HEALTH-A MULTIDISCIPLINARY APPROACH (2018)

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EXPERT SYSTEMS WITH APPLICATIONS (2018)

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JOURNAL OF BIOMECHANICS (2018)

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Machine learning in human movement biomechanics: Best practices, common pitfalls, and new opportunities

Eni Halilaj et al.

JOURNAL OF BIOMECHANICS (2018)

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Rajitha Gunaratne et al.

JOURNAL OF ARTHROPLASTY (2017)

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Knee kinematics and joint moments during gait following anterior cruciate ligament reconstruction: a systematic review and meta-analysis

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BRITISH JOURNAL OF SPORTS MEDICINE (2016)

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Movement Patterns of the Knee During Gait Following ACL Reconstruction: A Systematic Review and Meta-Analysis

Mandeep Kaur et al.

SPORTS MEDICINE (2016)

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Gait comparison of unicompartmental and total knee arthroplasties with healthy controls

G. G. Jones et al.

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Multi-muscle activation strategies during walking in female post-operative total joint replacement patients

G. Kuntze et al.

JOURNAL OF ELECTROMYOGRAPHY AND KINESIOLOGY (2015)

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New Total Knee Arthroplasty Designs: Do Young Patients Notice?

Ryan M. Nunley et al.

CLINICAL ORTHOPAEDICS AND RELATED RESEARCH (2015)

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Article Computer Science, Cybernetics

Feature reduction with PCA/KPCA for gait classification with different assistive devices

Maria Martins et al.

INTERNATIONAL JOURNAL OF INTELLIGENT COMPUTING AND CYBERNETICS (2015)

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Anterior Cruciate Ligament Injury and Radiologic Progression of Knee Osteoarthritis A Systematic Review and Meta-analysis

Adil Ajuied et al.

AMERICAN JOURNAL OF SPORTS MEDICINE (2014)

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Article Medicine, General & Internal

Knee replacement

Andrew J. Carr et al.

LANCET (2012)

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Tibial Rotation Under Combined In Vivo Loading After Single- and Double-Bundle Anterior Cruciate Ligament Reconstruction

Alexander Tsarouhas et al.

ARTHROSCOPY-THE JOURNAL OF ARTHROSCOPIC AND RELATED SURGERY (2011)

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Measuring Functional Improvement After Total Knee Arthroplasty Requires Both Performance-Based and Patient-Report Assessments A Longitudinal Analysis of Outcomes

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JOURNAL OF ARTHROPLASTY (2011)

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ARTHRITIS CARE & RESEARCH (2011)

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The Reliability, Validity, and Responsiveness of the Lysholm Score and Tegner Activity Scale for Anterior Cruciate Ligament Injuries of the Knee

Karen K. Briggs et al.

AMERICAN JOURNAL OF SPORTS MEDICINE (2009)

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Review Critical Care Medicine

The epidemiology of musculoskeletal tendinous and ligamentous injuries

Robert A. E. Clayton et al.

INJURY-INTERNATIONAL JOURNAL OF THE CARE OF THE INJURED (2008)

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Methodological index for non-randomized studies (MINORS):: Development and validation of a new instrument

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ANZ JOURNAL OF SURGERY (2003)

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Development and validation of the International Knee Documentation Committee Subjective Knee Form

JJ Irrgang et al.

AMERICAN JOURNAL OF SPORTS MEDICINE (2001)

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