Training sets C-statistic | Validation sets | |||||||
---|---|---|---|---|---|---|---|---|
C-statistic | 95%CI | p-value: | Se | Sp | Balance accuracy | |||
vs. LR | vs. RF | |||||||
CV complications | ||||||||
LR | 0.738 | 0.715 | 0.658–0.772 | Ref | 0.1271 | 73% | 60% | 0.665 |
RF | 0.944 | 0.786 | 0.747–0.825 | 0.1271 | Ref | 71% | 72% | 0.717 |
NN | 0.739 | 0.738 | 0.686–0.79 | 0.3317 | 0.1787 | 70% | 67% | 0.685 |
Other complications | ||||||||
LR | 0.738 | 0.706 | 0.653–0.759 | Ref | < 0.0001 | 59% | 70% | 0.645 |
RF | 0.981 | 0.847 | 0.800-0.894 | < 0.0001 | Ref | 80% | 81% | 0.801 |
NN | 0.732 | 0.670 | 0.626–0.714 | 0.2279 | < 0.0001 | 74% | 52% | 0.630 |
All-cause mortality | ||||||||
LR | 0.823 | 0.814 | 0.769–0.859 | Ref | 0.0776 | 76% | 73% | 0.745 |
RF | 0.941 | 0.860 | 0.821–0.899 | 0.0776 | Ref | 80% | 79% | 0.794 |
NN | 0.845 | 0.841 | 0.791–0.891 | 0.2354 | 0.3486 | 82% | 71% | 0.765 |