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The radiomics workflow based on a multistep process. (a) Preprocessing of multiphase magnetic resonance imaging (MRI). (b) Three-dimensional (3D) nodular and perinodular segmentation. (c) PyRadiomics feature extraction. (d) Data analysis. LASSO = least absolute shrinkage and selection operator; Rad-score = radiomic score.
