In severely imbalanced datasets, using traditional binary or multi-class classification typically
leads to bias towards the class (es) with the much larger number of instances. Under such …

Muscle ultrasound is a valuable addition to the neuromuscular toolkit in both the clinic and
research settings, with proven value and reliability. However, it is currently not fulfilling its full …

Abstract Purpose of Review The purpose of this review is to critically discuss the use of
ultrasound in the evaluation of muscle disorders with a particular focus on the emerging use …

The major and upward trend in the number of published research related to rheumatic and
musculoskeletal diseases, in which artificial intelligence plays a key role, has exhibited the …

Ultrasound imaging is a patient-friendly and robust technique for studying physiological and
pathological muscles. An automatic deep learning (DL) system for the analysis of ultrasound …

Although idiopathic inflammatory myopathies (IIM) are a heterogeneous group of diseases
nearly all patients display muscle inflammation. Originally, muscle biopsy was considered as …

It is evident that MRI, ultrasound and PET/CT have important roles in myositis. Continued
technological advancement and a quest for more sophisticated applications help drive …

Idiopathic inflammatory myopathies (IIMs) are a heterogeneous group of muscle disorders
including adult and juvenile dermatomyositis, polymyositis, immune-mediated necrotising …

Neuromuscular ultrasound is an accepted and valuable element in the evaluation of
peripheral nerve and muscle disease. However, ultrasound has several limitations to …

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