[Development and validation of risk assessment models for abnormal lung function in coal workers based on machine learning].
Ying Zhu, K Y Guo, C Yang, Yuanxun Zhang, Hao Zhu, Yulan Jin · PubMed · 2025
The XG Boost model exhibits superior predictive performance compared to other models, and the model has high application value. The Shapley Additive Explanation (SHAP) method is employed for interpretation, making it a reliable basis for preventing abnormal lung function in coal miners.