Table 2.

Prediction accuracy (ROC AUC) for example lab tests using electronic medical record data to train models by several machine learning methods and range of hyperparameters. The high discrimination power overall illustrates the significant predictive power of existing structured clinical data towards preemptively predicting these example laboratory results.