Table 2.
Relative risk (RR) comparing subjects in the top and bottom k% of predicted risks and proportion of cases explained by those at top k% of predicted risk.
Full model | Lite model | |||||||||
k | Risk in top k%a,b | Risk in bottom k% | RR | Proportion of cases explained by top k% | Risk in top k%a,b | Risk in bottom k% | RR | Proportion of cases explained by top k% | ||
Cohort A |
|
|
|
|
|
|
|
|
||
|
5 | 0.676 | 0.148 | 4.56 | 0.112 | 0.691 | 0.158 | 4.37 | 0.113 | |
|
10 | 0.654 | 0.138 | 4.74 | 0.216 | 0.644 | 0.157 | 4.10 | 0.211 | |
|
20 | 0.579 | 0.145 | 4.00 | 0.382 | 0.581 | 0.153 | 3.79 | 0.381 | |
|
30 | 0.540 | 0.148 | 3.65 | 0.533 | 0.533 | 0.152 | 3.50 | 0.526 | |
|
40 | 0.489 | 0.152 | 3.20 | 0.644 | 0.479 | 0.158 | 3.03 | 0.630 | |
|
50 | 0.443 | 0.166 | 2.67 | 0.730 | 0.439 | 0.170 | 2.59 | 0.720 | |
Cohort B |
|
|
|
|
|
|
|
|
||
|
5 | 0.214 | 0.000 | Infinity | 0.174 | 0.212 | 0.003 | 84.27 | 0.174 | |
|
10 | 0.200 | 0.001 | 158.20 | 0.327 | 0.216 | 0.008 | 28.38 | 0.352 | |
|
20 | 0.171 | 0.008 | 22.42 | 0.562 | 0.188 | 0.008 | 24.59 | 0.618 | |
|
30 | 0.148 | 0.009 | 16.57 | 0.727 | 0.155 | 0.008 | 19.21 | 0.763 | |
|
40 | 0.127 | 0.009 | 14.21 | 0.830 | 0.131 | 0.009 | 14.23 | 0.866 | |
|
50 | 0.111 | 0.010 | 10.94 | 0.916 | 0.111 | 0.011 | 10.37 | 0.912 | |
Cohort C |
|
|
|
|
|
|
|
|
||
|
5 | 0.0201 | 0.0017 | 11.76 | 0.197 | 0.0210 | 0.0013 | 15.88 | 0.207 | |
|
10 | 0.0149 | 0.0021 | 6.98 | 0.293 | 0.0158 | 0.0012 | 12.95 | 0.310 | |
|
20 | 0.0109 | 0.0023 | 4.67 | 0.427 | 0.0118 | 0.0021 | 5.71 | 0.462 | |
|
30 | 0.0090 | 0.0030 | 2.99 | 0.528 | 0.0097 | 0.0027 | 3.57 | 0.573 | |
|
40 | 0.0075 | 0.0033 | 2.27 | 0.590 | 0.0084 | 0.0026 | 3.20 | 0.656 | |
|
50 | 0.0069 | 0.0033 | 2.09 | 0.678 | 0.0074 | 0.0028 | 2.63 | 0.725 | |
Cohort D |
|
|
|
|
|
|
|
|
||
|
5 | 0.0067 | 0.00000 | Infinity | 0.325 | 0.0068 | 0.00000 | Infinity | 0.333 | |
|
10 | 0.0047 | 0.00002 | 218.02 | 0.457 | 0.0047 | 0.00006 | 73.67 | 0.463 | |
|
20 | 0.0033 | 0.00011 | 30.30 | 0.635 | 0.0032 | 0.00009 | 36.75 | 0.616 | |
|
30 | 0.0026 | 0.00014 | 18.74 | 0.746 | 0.0027 | 0.00011 | 23.38 | 0.784 | |
|
40 | 0.0021 | 0.00016 | 13.17 | 0.828 | 0.0022 | 0.00013 | 16.68 | 0.874 | |
|
50 | 0.0018 | 0.00022 | 8.35 | 0.893 | 0.0019 | 0.00015 | 13.03 | 0.929 |
a‘Top k%’ refers to top k% of predicted probability of outcome by XGboost.
b‘Risk in top k%’ refers to the actual probability of the outcome (severe disease or fatality) within the patients belonging to the highest k% of predicted risks.