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. Author manuscript; available in PMC: 2021 Mar 24.
Published in final edited form as: Med Image Comput Comput Assist Interv. 2020 Sep 29;12262:326–334. doi: 10.1007/978-3-030-59713-9_32

Table 3.

Comparison prediction accuracy and stability across feature sets. Both accuracy and stability increases when clinical features are added to the 4D CNN.

Fold 4D image 4D & clinical
AUC TPR TNR AUC TPR TNR
0 0.61 0.71 0.45 0.77 0.71 0.73
1 0.78 0.79 0.68 0.85 0.71 0.76
2 0.71 0.93 0.23 0.83 0.86 0.64
3 0.82 0.71 0.77 0.67 1.00 0.00
4 0.37 1.00 0.00 0.58 0.29 0.87
5 0.65 0.64 0.59 0.62 0.71 0.55
6 0.82 1.00 0.00 0.8 0.83 0.61
7 0.62 0.38 0.64 0.54 0.62 0.41
8 0.75 0.62 0.82 0.8 0.92 0.48
9 0.55 0.46 0.55 0.56 0.54 0.52
mean 0.67 0.72 0.47 0.71 0.72 0.56
std 0.14 0.21 0.3 0.11 0.21 0.24