Table 3. Comparison of model performance across 4 types of cancer on Medical Information Mart for Intensive Care (MIMIC)–III.

	Breast cancer			Colorectal cancer			Lung cancer			Prostate cancer
	LRa	RFb	MLPc	LR	RF	MLP	LR	RF	MLP	LR	RF	MLP
Accuracy	0.56	0.73	0.78	0.60	0.70	0.76	0.74	0.80	0.83	0.59	0.72	0.78
Specificity	0.45	0.70	0.80	0.67	0.61	0.81	0.61	0.92	0.87	0.53	0.80	0.84
Sensitivity	0.71	0.75	0.75	0.54	0.80	0.73	0.85	0.68	0.80	0.65	0.65	0.72
F1-score	0.56	0.75	0.75	0.60	0.70	0.79	0.78	0.78	0.84	0.63	0.71	0.76

^aLR: logistic regression.

^bRF: random forest.

^cMLP: multilayer perceptron.