Arthritis Research & Therapy

Table 1 Model Performance Evaluation on Internal Datasets and External Validation Datasets (ROC-AUC, F1 Score, F2 Score)

From: Early identification of macrophage activation syndrome secondary to systemic lupus erythematosus with machine learning

	Validation			Test			External Validation
	AUC	F1	F2	AUC	F1	F2	AUC	F1	F2
LR	0.991	0.937	0.932	0.998	0.960	0.952	0.933	0.851	0.885
RF	0.988	0.948	0.968	0.993	0.960	0.952	0.869	0.720	0.776
SVM	0.987	0.926	0.926	0.995	0.988	0.995	0.947	0.870	0.893
XGBoost	0.996	0.973	0.979	0.987	0.946	0.931	0.878	0.741	0.833
ScoreCard	0.994	0.957	0.972	0.994	0.959	0.936	0.915	0.789	0.721

Back to article page

ISSN: 1478-6362

Contact us

General enquiries: journalsubmissions@springernature.com