TABLE V.

COMPARISON OF PREDICTION PERFORMANCE FOR THREE PRIMARY DIAGNOSIS

Prediction window			Two weeks						One year
Diseases	Breast cancer		MI		Liver cirrhosis		Breast cancer		MI		Liver cirrhosis
Models	ROC AUC	PR AUC	ROC AUC	PR AUC	ROC AUC	PR AUC	ROC AUC	PR AUC	ROC AUC	PR AUC	ROC AUC	PR AUC
Lasso	0.67 (0.02)	0.54(0.03)	0.66 (0.02)	0.62 (0.03)	0.65 (0.02)	0.55 (0.02)	0.64 (0.03)	0.49 (0.03)	0.62 (0.02)	0.56 (0.04)	0.62 (0.04)	0.53 (0.02)
SVM	0.72 (0.02)	0.61 (0.03)	0.71 (0.02)	0.68 (0.03)	0.71 (0.02)	0.60 (0.03)	0.68 (0.03)	0.56 (0.03)	0.67 (0.02)	0.62 (0.03)	0.66 (0.02)	0.55 (0.02)
MLP	0.74 (0.02)	0.63 (0.02)	0.72 (0.02)	0.69 (0.02)	0.72 (0.02)	0.62 (0.02)	0.69 (0.01)	0.56 (0.02)	0.66 (0.01)	0.62 (0.02)	0.66 (0.02)	0.56 (0.02)
RF	0.76 (0.02)	0.66 (0.03)	0.74 (0.03)	0.71 (0.02)	0.75 (0.03)	0.65 (0.03)	0.70 (0.03)	0.57 (0.03)	0.67 (0.02)	0.63 (0.02)	0.67 (0.01)	0.57 (0.03)
VAE+RF	0.76 (0.02)	0.67 (0.02)	0.75 (0.02)	0.71 (0.01)	0.75 (0.02)	0.65 (0.02)	0.70 (0.02)	0.58 (0.03)	0.68 (0.01)	0.63 (0.01)	0.68 (0.02)	0.58 (0.02)
MiME*	0.77 (0.01)	0.67 (0.02)	0.75 (0.01)	0.70 (0.02)	0.76 (0.02)	0.67 (0.01)	0.71 (0.02)	0.61 (0.01)	0.69 (0.02)	0.64 (0.01)	0.70 (0.01)	0.61 (0.02)
HCET+ attention	0.81 (0.01)	0.73 (0.01)	0.79 (0.01)	0.77 (0.01)	0.80 (0.01)	0.72 (0.01)	0.78 (0.01)	0.67 (0.01)	0.77 (0.01)	0.71 (0.01)	0.77 (0.01)	0.66 (0.01)