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Table 3 Performance metrics of the RF models

From: A robust framework to investigate the reliability and stability of explainable artificial intelligence markers of Mild Cognitive Impairment and Alzheimer’s Disease

Model Accuracy Specificity Sensitivity Precision AUC
NC \(74 \pm 4\%\) \(84 \pm 3\%\) \(73 \pm 4\%\) \(70 \pm 8\%\) 0.88
MCI \(75 \pm 3\%\) \(75 \pm 4\%\) \(75 \pm 4\%\) \(70 \pm 7\%\) 0.82
AD \(72 \pm 5\%\) \(97 \pm 2\%\) \(72 \pm 3\%\) \(80 \pm 5\%\) 0.97
Global \(75\%\) \(85\%\) \(74\%\) \(73\%\) 0.89