Challenges to the Reproducibility of Machine Learning Models in Health Care

Abstract

This Viewpoint reviews how machine learning models are developed and trained, discusses the challenges of reproducing medical machine learning model accuracy, and proposes practices and standards to improve the models’ reproducibility and replicability.