Synthea synthetic patient data for lung cancer risk prediction machine learning

This dataset contains Synthea synthetic patient data used in building ML models for lung cancer risk prediction. The ML models are used to simulate ML-enabled LHS. This open dataset is part of the synthetic data repository of the Open LHS project on GitHub: https://github.com/lhs-open/synthetic-data. For data source and methods, see the first ML-LHS simulation paper published in Nature Scientific Reports: https://www.nature.com/articles/s41598-022-23011-4.本数据集包含用于构建肺癌风险预测机器学习（Machine Learning, ML）模型的Synthea合成患者数据。此类机器学习模型被用于仿真支持机器学习的学习型健康系统（Learning Health System, LHS）。本开源数据集是GitHub平台上Open LHS项目的合成数据仓库的组成部分，项目仓库地址为：https://github.com/lhs-open/synthetic-data。有关数据集来源与研究方法，请参阅发表于《Nature Scientific Reports》（《自然·科学报告》）的首篇ML-LHS仿真研究论文，论文链接为：https://www.nature.com/articles/s41598-022-23011-4。