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For each patient, either a magnetic resonance imaging (MRI) or computed tomography (CT) scan, collected from routine clinical care, one or multiple (semi-)automatic lesion segmentations, and ground truth labels from a gold standard (e.g., pathologically proven) are available. All datasets are multicenter imaging datasets, as patients referred to our institute often received imaging at their referring hospital. The dataset can be used to validate or develop radiomics methods, i.e., using machine or deep learning to relate the visual appearance to the ground truth labels, and automatic segmentation methods. See also the research article related to this dataset: Starmans et al.,                   <jats:italic>Reproducible radiomics through automated machine learning validated on twelve clinical applications</jats:italic>                   , Submitted.                 </jats:p>                 <jats:sec>                   <jats:title>Specifications Table</jats:title>                   <jats:table-wrap id=\"utbl1\" orientation=\"portrait\" position=\"float\">                     <jats:graphic xmlns:xlink=\"http://www.w3.org/1999/xlink\" xlink:href=\"21262238v1_utbl1\" position=\"float\" orientation=\"portrait\"/>                     <jats:graphic xmlns:xlink=\"http://www.w3.org/1999/xlink\" xlink:href=\"21262238v1_utbl1a\" position=\"float\" orientation=\"portrait\"/>                   </jats:table-wrap>                 </jats:sec>"],"publicationDate":"2021-08-25","publisher":"openRxiv","embargoEndDate":null,"sources":["Crossref","Data in Brief","medRxiv 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