Development and validation of a machine learning model for differential diagnosis of malignant pleural effusion using routine laboratory data.

Ting-Ting WeiJia-Feng ZhangZhuo ChengLei JiangJiang-Yan LiLin Zhou

Published in: Therapeutic advances in respiratory disease (2023)

The development of a machine learning model utilizing routine laboratory biomarkers significantly enhances the diagnostic capability for distinguishing between MPE and BPE. The XGBoost model emerges as a valuable tool for the diagnosis of MPE.

Keyphrases

machine learning
big data
clinical practice
artificial intelligence
deep learning