BMC Medical Informatics and Decision Making

Table 2 Performance evaluation metric results before balancing

From: Explainable AI for enhanced accuracy in malaria diagnosis using ensemble machine learning models

Model	Accuracy	ROC AUC	MCC	B. Acc	Cohen’s K.	Precision	Recall	F1 Score
Random F.	0.647	0.580	0.140	0.548	0.113	0.538	0.189	0.280
CatBoost	0.637	0.592	0.132	0.552	0.118	0.500	0.243	0.327
Gradient B.	0.627	0.567	0.100	0.539	0.088	0.471	0.216	0.296
AdaBoost	0.618	0.598	0.090	0.537	0.082	0.450	0.243	0.316
XGBoost	0.588	0.561	0.078	0.537	0.077	0.419	0.351	0.382

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ISSN: 1472-6947

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