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.