For inpatients with cirrhosis, a machine learning (ML) model using random forest (RF) analysis is superior for prediction of ...

ROC curves and AUC statistics were produced using the ROCR package 39. To construct the ROC curves, the 1:1 subpool P -values were the true-negative group for each differential ratio ROC curve.

The mean overall cost was determined to be $44,953. The prediction models had ROC AUC statistics of 0.82 at the first time point and 0.89 at the second time point in training set, ...