Fig. 4: Flow chart of virtual biopsy system machine learning pipeline.
From: A Machine Learning-Driven Virtual Biopsy System For Kidney Transplant Patients

The study comprises three main processes to develop and validate the virtual biopsy system for kidney transplant patients. Each step also comprises three sub-processes. multi-AUC multi-area under the receiver operating characteristic curve.