Table 2.

Performance metrics on long term survival prediction.

Study	Model Component(s)		LSTM	5-Fold CV Performance			External Performance
	CNN	RNN	hx	AUC	F1	MCC	AUC	F1	MCC
A. CNN	ResNet	-	-	0.759 (0.019)	0.626 (0.026)	0.407 (0.047)	0.714 (0.011)	0.578 (0.010)	0.315 (0.021)
B. LSTM	ResNet	LSTM	32	0.763 (0.020)	0.629 (0.031)	0.421 (0.047)	0.731 (0.015)	0.571 (0.021)	0.319 (0.037)
C. LSTM (3d reg)	ResNet	LSTM	32	0.760 (0.017)	0.605 (0.048)	0.404 (0.042)	0.729 (0.014)	0.565 (0.030)	0.324 (0.034)
D. TALSTM	ResNet	TALSTM	32	0.763 (0.019)	0.628 (0.034)	0.423 (0.048)	0.730 (0.015)	0.573 (0.026)	0.326 (0.035)
E. tLSTM	ResNet	tLSTM	64	0.763 (0.018)	0.630 (0.028)	0.419 (0.046)	0.731 (0.014)	0.575 (0.018)	0.320 (0.039)