Limitations of receiver operating characteristic curve on imbalanced data: Assist device mortality risk scores.

The receiver operating characteristic can portray an overly optimistic performance of a classifier or risk score when applied to imbalanced data. The precision recall curve provides better insight about the performance of a classifier by focusing on the minority class.