Table 1.

Test set statistics across 10 independent splits.

	AUROC	STD of AUROC	Sensitivity	Specificity	Accuracy
Texture only RF RFE	0.660	0.120	0.782	0.558	0.669
Texture only LR RFE	0.566	0.139	0.775	0.479	0.629
Texture only RF PCA	0.527	0.071	0.543	0.644	0.581
Texture only LR PCA	0.502	0.093	0.573	0.610	0.583
TDA only RF RFE	0.698	0.085	0.653	0.738	0.682
TDA only LR RFE	0.710	0.094	0.723	0.675	0.692
TDA only RF PCA	0.626	0.132	0.647	0.648	0.638
TDA only LR PCA	0.691	0.135	0.677	0.694	0.676
CNN only RF RFE	0.708	0.139	0.905	0.546	0.727
CNN only LR RFE	0.644	0.110	0.775	0.565	0.669
CNN only RF PCA	0.672	0.133	0.627	0.750	0.675
CNN only LR PCA	0.673	0.081	0.823	0.546	0.686
Combined RF RFE	0.689	0.150	0.877	0.552	0.714
Combined LR RFE	0.685	0.135	0.770	0.638	0.700
Combined RF PCA	0.612	0.148	0.655	0.637	0.638
Combined LR PCA	0.675	0.121	0.865	0.525	0.698
Clinical per patient RF	0.713	0.106	0.667	0.854	0.800
Clinical per patient LR	0.577	0.097	0.467	0.819	0.759

Darker blue indicates improved AUROC.