[Machine learning-based prediction model for respiratory failure in patients with pneumoconiosis]
1West China Occupational Pneumoconiosis Cohort Study (WCOPCS) Workgroup, West China School of Public Health/West China Fourth Hospital, Sichuan University, Chengdu 610041, China.
Summary
This study developed a reliable machine learning model to predict respiratory failure in pneumoconiosis patients. The Gradient Boosting Machine (GBM) model demonstrated high accuracy, identifying key risk factors like disease stage and age.
Area of Science:
- Occupational Medicine
- Pulmonary Medicine
- Machine Learning in Healthcare