Diagnosis of malignant pleural effusion with combinations of multiple tumor markers: A comparison study of five machine learning models.

Diagnostic models for MPE with a combination of multiple tumor markers outperformed the models with a single tumor marker, particularly in sensitivity. Using machine learning methods, especially XGBoost, could comprehensively improve the diagnostic accuracy of MPE.