Table 2.

Comparison of model performance [median interquartile range (IQR)] in five-fold cross-validation.

Feature set	# SUDEP + control	Model	AUC	Sensitivity	Specificity	Accuracy
(i) + (ii) (i) (iii)	70 = 24 + 46 76 = 26 + 50 83 = 29 + 54	LR	0.77 [0.73, 0.80] 0.75 [0.73, 0.78] 0.64 [0.60, 0.67]	0.63 [0.59, 0.67] 0.64 [0.60, 0.70] 0.73 [0.65, 0.79]	0.69 [0.66, 0.72] 0.68 [0.64, 0.72] 0.39 [0.29, 0.49]	0.65 [0.62, 0.69] 0.66 [0.64, 0.69] 0.55 [0.50, 0.59]
(i) + (ii) (i) (iii)	70 = 24 + 46 76 = 26 + 50 83 = 29 + 54	SVM	0.74 [0.70, 0.78] 0.74 [0.68, 0.78] 0.61 [0.53, 0.66]	0.65 [0.57, 0.71] 0.70 [0.59, 0.79] 0.73 [0.59, 0.79]	0.64 [0.58, 0.71] 0.59 [0.53, 0.64] 0.40 [0.29, 0.49]	0.64 [0.60, 0.68] 0.63 [0.58, 0.68] 0.53 [0.50, 0.57]
(i) + (ii) (i) (iii)	70 = 24 + 46 76 = 26 + 50 83 = 29 + 54	RF	0.71 [0.66, 0.76] 0.61 [0.57, 0.66] 0.59 [0.54, 0.64]	0.67 [0.62, 0.72] 0.58 [0.54, 0.62] 0.52 [0.45, 0.59]	0.66 [0.59, 0.71] 0.61 [0.54, 0.66] 0.63 [0.58, 0.69]	0.66 [0.62, 0.70] 0.59 [0.55, 0.63] 0.57 [0.53, 0.62]
(iii)	83 = 29 + 54	CNN	0.60 [0.57, 0.64]	0.45 [0.38, 0.52]	0.66 [0.59, 0.73]	0.55 [0.52, 0.57]