AIMC Topic: Polymyositis

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Texture analysis of muscle MRI: machine learning-based classifications in idiopathic inflammatory myopathies.

Scientific reports May 10, 2021
To develop a machine learning (ML) model that predicts disease groups or autoantibodies in patients with idiopathic inflammatory myopathies (IIMs) using muscle MRI radiomics features. Twenty-two patients with dermatomyositis (DM), 14 with amyopathic ...
Humans Machine Learning Retrospective Studies Female Reproducibility of Results Aged Adult Male Middle Aged ROC Curve Magnetic Resonance Imaging Diagnosis, Differential Biopsy Dermatomyositis Image Interpretation, Computer-Assisted Muscles Polymyositis Urokinase-Type Plasminogen Activator Antibodies, Antinuclear Antigens, Ly
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Automated diagnosis of myositis from muscle ultrasound: Exploring the use of machine learning and deep learning methods.

PloS one Aug 30, 2017
OBJECTIVE: To evaluate the use of ultrasound coupled with machine learning (ML) and deep learning (DL) techniques for automated or semi-automated classification of myositis.
Humans Neural Networks, Computer Machine Learning Female Aged Aged, 80 and over Young Adult Adult Male Middle Aged Ultrasonography Myositis Dermatomyositis Muscles Myositis, Inclusion Body Polymyositis
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