Machine learning-based Diagnostic model for determining the etiology of pleural effusion using Age, ADA and LDH

Respiratory Research

Table 5 Precision, recall and F1 score in the diagnosis of MPE and TPE

	MPE			TPE
	Precision	Recall	F1 Score	Precision	Recall	F1 Score
Multinomial linear regression	0.780	0.983	0.870	0.910	0.813	0.859
Support vector machine	0.763	0.975	0.856	0.912	0.827	0.867
Extreme Gradient Boosting	0.832	0.958	0.891	0.877	0.853	0.865
Random forest	0.844	0.958	0.898	0.877	0.853	0.865
K-Nearest Neighbors	0.783	1.000	0.878	0.939	0.827	0.879
Tabular Transformer	0.779	0.975	0.866	0.952	0.800	0.870
Traditional method	0.482	0.803	0.602	0.613	0.958	0.748

ISSN: 1465-993X