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 ...
Polymyositis Urokinase-Type Plasminogen Activator Muscles Antigens, Ly Antibodies, Antinuclear Biopsy Image Interpretation, Computer-Assisted Dermatomyositis Magnetic Resonance Imaging Diagnosis, Differential ROC Curve Machine Learning Humans Adult Aged Middle Aged Male Female Reproducibility of Results Retrospective Studies
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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.
Adult Male Young Adult Polymyositis Muscles Ultrasonography Myositis Myositis, Inclusion Body Middle Aged Dermatomyositis Female Neural Networks, Computer Machine Learning Aged, 80 and over Aged Humans
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Application of Quantitative CT and Machine Learning in the Evaluation and Diagnosis of Polymyositis/Dermatomyositis-Associated Interstitial Lung Disease.

Academic radiology Aug 1, 2025
RATIONALE AND OBJECTIVES: To investigate lung changes in patients with polymyositis/dermatomyositis-associated interstitial lung disease (PM/DM-ILD) using quantitative CT and to construct a diagnostic model to evaluate the application of quantitative...
Humans Machine Learning Middle Aged Lung Aged Male Sensitivity and Specificity Lung Diseases, Interstitial Adult Polymyositis Tomography, X-Ray Computed Dermatomyositis Retrospective Studies Radiographic Image Interpretation, Computer-Assisted Female
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