… The aims of this study were to present a deep learning approach for the automated
classification of multiple sclerosis and its mimics and compare model performance with that of 2 …

… of these entities helps us to differentiate with confidence the MS variants and its mimics. …
MS mimics and their imaging characteristics and ways to differentiate from MS and its variants. …

… This finding can be used for differential diagnosis in particular for the differentiation … imitating
CNS diseases is crucial for therapeutic strategies and relevant atypical clinical and imaging …

… search, use of image files from multiple institutions and years … MS and are previously reported
as MS mimics in the literature. … is a differentiating factor from multiple sclerosis and is also …

… Several recent studies have shown that the presence of a vein at the center of WM lesions,
the so-called ‘CVS’ [27], can improve the differentiation between MS and its mimics [28]. The …

… Diagnosis of multiple sclerosis requires vigilance for the many disorders that can mimic its
varied … Thoughtful consideration of multiple sclerosis differential diagnosis—the concept of no …

… Finally, since all MR images were obtained using 3.0 T MRI scanners, the application of
the results of this study to images obtained using other types of MRI scanners requires further …

… Although the McDonald criteria were not developed as a tool for differentiating MS from …
with it suggests MS rather than its mimics. Although, guidelines regarding image acquisition and …

… multiple sclerosis, and non-inflammatory syndromes that can present with symptoms or imaging
mimicking those of multiple sclerosis. … can be hard to distinguish from multiple sclerosis. …

… (MS) diagnosis can be challenging, mainly due to the presence of several conditions that
mimic MS from a clinical and neuroradiological standpoint [1, 2]. Indeed, despite the existence …