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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