From: Evidential MACE prediction of acute coronary syndrome using electronic health records
Instances | BPA | Single Models | Combined BPA | Decision value | Prediction results | Actual MACE results | |||
---|---|---|---|---|---|---|---|---|---|
SVM | L1-LR | CART | GRACE | ||||||
1 | 1 | 0.2905 | 0.1093 | 0.0820 | 0.1450 | 0.4806 | 0.8631 | 1 | 1 |
0 | 0.0585 | 0.0407 | 0.0233 | 0.0000 | 0.0762 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4432 | ||||
2 | 1 | 0.0929 | 0.0525 | 0.0385 | 0.0501 | 0.1549 | 0.2845 | 0 | 0 |
0 | 0.2561 | 0.0975 | 0.0668 | 0.0949 | 0.3894 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4557 | ||||
3 | 1 | 0.1814 | 0.0502 | 0.0385 | 0.0198 | 0.2046 | 0.3785 | 0 | 0 |
0 | 0.1676 | 0.0998 | 0.0668 | 0.1252 | 0.3360 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4594 | ||||
4 | 1 | 0.1290 | 0.0810 | 0.0576 | 0.0574 | 0.2260 | 0.4190 | 0 | 0 |
0 | 0.2201 | 0.0690 | 0.0477 | 0.0876 | 0.3133 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4607 | ||||
5 | 1 | 0.1195 | 0.0817 | 0.0576 | 0.0821 | 0.2371 | 0.4404 | 0 | 0 |
0 | 0.2296 | 0.0683 | 0.0477 | 0.0629 | 0.3012 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4617 | ||||
6 | 1 | 0.2866 | 0.1144 | 0.0820 | 0.0921 | 0.4396 | 0.7999 | 1 | 0 |
0 | 0.0625 | 0.0356 | 0.0233 | 0.0529 | 0.1100 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4504 | ||||
7 | 1 | 0.1190 | 0.0793 | 0.0581 | 0.0928 | 0.2433 | 0.4523 | 0 | 1 |
0 | 0.2301 | 0.0707 | 0.0472 | 0.0522 | 0.2947 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4620 | ||||
8 | 1 | 0.0870 | 0.0537 | 0.0385 | 0.0959 | 0.1834 | 0.3397 | 0 | 0 |
0 | 0.2620 | 0.0962 | 0.0668 | 0.0491 | 0.3564 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4603 | ||||
9 | 1 | 0.2311 | 0.0786 | 0.0581 | 0.0574 | 0.3146 | 0.5839 | 1 | 1 |
0 | 0.1180 | 0.0714 | 0.0472 | 0.0876 | 0.2242 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4611 | ||||
10 | 1 | 0.1296 | 0.0572 | 0.0576 | 0.0626 | 0.2124 | 0.3931 | 0 | 0 |
0 | 0.2195 | 0.0928 | 0.0477 | 0.0824 | 0.3278 | ||||
Θ | 0.6509 | 0.8500 | 0.8947 | 0.8550 | 0.4598 |