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. 2026 May 26;16(6):562. doi: 10.3390/brainsci16060562
MCI Mild Cognitive Impairment
MASS Montreal Archive of Sleep Studies
EEG Electroencephalography
LR Logistic regression
RF Random forest
XGBoost Extreme gradient boosting
SVM Support vector machine
RBF-SVM Radial basis function support vector machine
ROC-AUC Receiver operating characteristic–area under the curve
MMSE Mini-mental state examination
MoCA Montreal Cognitive Assessment
MRI Magnetic resonance imaging
LOSO Leave-one-subject-out
AASM American academy of sleep medicine
NC Not classified
REM Rapid eye movement
WASO Wake after sleep onset