Performance Metrics for the Comparative Analysis of Clinical Risk Prediction Models Employing Machine Learning.

We demonstrate that commonly reported metrics may not have sufficient sensitivity to identify improvement of machine learning models and propose the use of a comprehensive list of performance metrics for reporting and comparing clinical risk prediction models.