Challenges to the Reproducibility of Machine Learning Models in Health Care 论文

2020JAMA引用 333
Meta-analysis and systematic reviewsExplainable Artificial Intelligence (XAI)Machine Learning in Healthcare

详细信息

发表期刊/会议
JAMA
发表日期
2020-01-06
发表年份
2020

关键词

Meta-analysis and systematic reviewsExplainable Artificial Intelligence (XAI)Machine Learning in Healthcare

摘要

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.