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Infrared assessment of knee instability in ACL deficient patients

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TLDR
This study showed that the creation of ordered pairs of pathological parameters gives a wider picture of ACL deficiency and that such an algorithm may improve both examination and treatment of patients.
Abstract
Previous clinical studies have shown that anterior cruciate ligament (ACL) ruptures require reconstructive surgery. The main goal of this study is an objective test definition for unstable knee diagnosis based on real measurements by using infrared cameras and adequate software. In the study of gait analysis 35 males with deficient ACL’s participated. Pathological parameters for anterior posterior translation (APT) and internal external rotation (IER) and their values of kinematic data were obtained from a gait analysis 3D system. Movement curves were obtained by recording the position of fluorescent markers over time. A machine learning algorithm was developed in order to support decisions on the severity of the ACL injury and its corresponding deficiency. The algorithm was based on logistic regression. The value of APT, designated as exponentiation of the Ө coefficient (Exp (Ө)) of APT, showed that the likelihood of ACL-deficient knee occurrence due to higher values of APT is 1.1758 (95 % CI) times more frequent than that of the patients with lower values of APT. The value of IER, designated as Exp (Ө) of IER, showed that the patients with higher values of IER present 2.2516 (95 % CI) times higher values of ACL-deficient knee frequency than those with lower values. This study showed that the creation of ordered pairs of pathological parameters gives a wider picture of ACL deficiency and that such an algorithm may improve both examination and treatment of patients.

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Citations
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Machine Learning in Orthopedics: A Literature Review.

TL;DR: A systematic literature review covering the articles published in the last two decades in which the authors described the application of a machine learning technique and method to an orthopedic problem or purpose is presented.
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Artificial Intelligence-Assisted motion capture for medical applications: a comparative study between markerless and passive marker motion capture.

TL;DR: OpenPose can be an adequate substitute for conventional passive marker motion capture for both normal gait and abnormal gait with an orthosis or a crutch and is applicable to patients with impaired MP joint motion.
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Machine Learning Accurately Predicts Short-Term Outcomes Following Open Reduction and Internal Fixation of Ankle Fractures.

TL;DR: The results suggest that several comorbidities may be associated with adverse short‐term outcomes after ORIF of ankle fractures, and that machine learning can accurately predict these outcomes.
Journal ArticleDOI

Long-term outcome of anterior cruciate ligament tear without reconstruction: a longitudinal prospective study

TL;DR: It is shown that there is a subgroup of patients with ACL tears who are well treated with physiotherapy alone, not reconstructing the ligament, and conservative treatment of an ACL tear is a good treatment option for patients with limited demands regarding activity.
References
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Journal ArticleDOI

Biomechanics of knee ligaments: injury, healing, and repair

TL;DR: This review paper provides an overview of the current biological and biomechanical knowledge on normal knee ligaments, as well as ligament healing and reconstruction following injury, and deals with new and exciting functional tissue engineering approaches aimed at improving the healing of ligaments as the interface between a replacement graft and bone.
Journal ArticleDOI

Interactions between kinematics and loading during walking for the normal and ACL deficient knee.

TL;DR: Results suggest that adaptations to the patterns of muscle firing during walking can compensate for kinematic changes associated with the loss of the ACL, and would cause changes in tibiofemoral contact during walking that could cause the type of degenerative changes reported in the meniscus and the articular cartilage following ACL injury.
Journal ArticleDOI

An introduction to logistic regression: from basic concepts to interpretation with particular attention to nursing domain.

TL;DR: Nursing researchers need to pay greater attention to guidelines concerning the use and reporting of LR models, a multivariable method for modeling the relationship between multiple independent variables and a categorical dependent variable.
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