Table 1 Phenotype performance
From: Computable phenotypes to identify respiratory viral infections in the All of Us research program
Counts (N) | Phenotype Performance | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
Phenotype | TP | FP | FN | TN | Sen. | Spec. | PPV | NPV | φ | |
Influenza virus | 1 + ICDs or medication | 1496 | 778 | 472 | 32,018 | 0.760 | 0.976 | 0.658 | 0.985 | 0.688 |
1 + ICDs | 1315 | 572 | 653 | 32,224 | 0.668 | 0.983 | 0.697 | 0.980 | 0.664 | |
2 + ICDs or medication | 1120 | 444 | 848 | 32,352 | 0.569 | 0.986 | 0.716 | 0.974 | 0.619 | |
2 + ICDs or (1 ICD + medication) | 939 | 238 | 1029 | 32,558 | 0.477 | 0.993 | 0.798 | 0.969 | 0.600 | |
3 + ICDs or medication | 941 | 339 | 1027 | 32,457 | 0.478 | 0.990 | 0.735 | 0.969 | 0.574 | |
3 + ICDs or (1–2 ICDs + medication) | 760 | 133 | 1208 | 32,663 | 0.386 | 0.996 | 0.851 | 0.964 | 0.558 | |
2 + ICDs | 691 | 194 | 1277 | 32,602 | 0.351 | 0.994 | 0.781 | 0.962 | 0.506 | |
3 + ICDs | 360 | 68 | 1608 | 32,728 | 0.183 | 0.998 | 0.841 | 0.953 | 0.379 | |
SARS-CoV-2 | 1 + ICDs or medication | 7298 | 3302 | 8894 | 177,219 | 0.451 | 0.982 | 0.688 | 0.952 | 0.526 |
1 + ICDs | 7258 | 3298 | 8934 | 177,223 | 0.448 | 0.982 | 0.688 | 0.952 | 0.524 | |
2 + ICDs or medication | 4483 | 1324 | 11,709 | 179,197 | 0.277 | 0.993 | 0.772 | 0.939 | 0.438 | |
2 + ICDs or (1 ICD + medication) | 4443 | 1320 | 11,749 | 179,201 | 0.274 | 0.993 | 0.771 | 0.938 | 0.435 | |
3 + ICDs or medication | 2598 | 546 | 13,594 | 179,975 | 0.160 | 0.997 | 0.826 | 0.930 | 0.345 | |
3 + ICDs or (1–2 ICDs + medication) | 2558 | 542 | 13,634 | 179,979 | 0.158 | 0.997 | 0.825 | 0.930 | 0.342 | |
2 + ICDs | 4309 | 1310 | 11,883 | 179,211 | 0.266 | 0.993 | 0.767 | 0.938 | 0.427 | |
3 + ICDs | 2260 | 523 | 13,932 | 179,998 | 0.140 | 0.997 | 0.812 | 0.928 | 0.318 | |