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The aim of this study was to make an accurate diagnosis of pyriform sinus fistula (PSF) for prenatal diagnosis.Medical records were reviewed for all 35 pyriform sinus fistula patients presenting between 2011 and 2017. Ultrasonography (US), fetal magnetic resonance imaging (MRI) and karyotyping were offered during gestation, while computer tomography (CT) and barium esophagography were performed after...
Objectives To develop and validate a machine learning based automated segmentation method that jointly analyzes the four contrasts provided by Dixon MRI technique for improved thigh composition segmentation accuracy. Materials and methods The automatic detection of body composition is formulized as a three-class classification issue. Each image voxel in the training dataset is assigned with a correct...
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