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Workflow of the radiomics analysis. (A) Tumors were semi-manually segmented on all slices. (B) Radiomics features were extracted. (C) Feature selection procedure was used to identity the optimal feature set. (D) The Rad-score was built using random forest method and validated by 10-fold cross validation.
