TABLE 2.
Estimation and inference results under the second simulation setting. Specificity under controlled sensitivity level at the covariate selection by our proposed method and two existing methods9,11 are estimated and presented.
| Proposed method | Pepe (1998) | Faraggi (2003) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Bias | SD | SE | LCov | Bias | SD | SE | LCov | Bias | SD | SE | LCov | |
| 100 | 136 | 1025 | 1073 | 93.5 | 468 | 1000 | 932 | 91.1 | 130 | 695 | 654 | 91.1 |
| 200 | 63 | 658 | 734 | 95.7 | 242 | 672 | 644 | 93.4 | 68 | 475 | 456 | 92.7 |
| 500 | −16 | 401 | 432 | 96.7 | 88 | 406 | 389 | 94.1 | 21 | 294 | 282 | 93.3 |
| 1000 | −40 | 281 | 297 | 95.9 | 49 | 280 | 275 | 94.2 | 13 | 206 | 200 | 93.5 |
| 5000 | −50 | 125 | 128 | 94.0 | 8 | 126 | 122 | 93.4 | 2 | 91.7 | 89 | 93.3 |
| 100 | 87 | 1377 | 1495 | 97.4 | 389 | 1300 | 1180 | 92.6 | 76 | 1030 | 944 | 91.3 |
| 200 | 37 | 957 | 1039 | 97.1 | 210 | 915 | 861 | 93.5 | 46 | 727 | 686 | 92.8 |
| 500 | −42 | 622 | 642 | 95.5 | 68 | 578 | 557 | 94.2 | 8 | 457 | 439 | 93.1 |
| 1000 | −55 | 432 | 449 | 95.3 | 42 | 409 | 394 | 94.2 | 9 | 322 | 313 | 93.5 |
| 5000 | −60 | 193 | 196 | 94.0 | 9 | 184 | 178 | 93.3 | 1 | 145 | 141 | 93.0 |
| 100 | 90 | 1395 | 1514 | 97.8 | 244 | 1270 | 1160 | 92.8 | 9 | 1060 | 959 | 91.5 |
| 200 | 54 | 976 | 1045 | 96.7 | 135 | 911 | 857 | 93.5 | 15 | 746 | 701 | 92.9 |
| 500 | 11 | 625 | 652 | 95.5 | 48 | 577 | 558 | 94.1 | −6 | 468 | 451 | 93.1 |
| 1000 | 11 | 440 | 454 | 95.5 | 27 | 407 | 398 | 94.4 | 3 | 330 | 321 | 93.1 |
| 5000 | 8 | 195 | 200 | 95.0 | 3 | 187 | 179 | 93.6 | 0 | 149 | 144 | 93.3 |
| 100 | 78 | 1206 | 1328 | 98.2 | 139 | 1100 | 1010 | 93.4 | −33 | 931 | 844 | 91.9 |
| 200 | 82 | 845 | 909 | 96.6 | 87 | 801 | 750 | 93.4 | −7 | 656 | 614 | 93.0 |
| 500 | 58 | 540 | 562 | 95.4 | 22 | 504 | 483 | 93.8 | −13 | 410 | 395 | 93.1 |
| 1000 | 63 | 381 | 393 | 94.9 | 16 | 353 | 346 | 94.1 | −1 | 289 | 281 | 93.2 |
| 5000 | 63 | 170 | 171 | 93.3 | 3 | 160 | 156 | 93.8 | −1 | 131 | 126 | 93.1 |
Bias, ; SD, standard deviation ×104; SE, standard error estimated using bootstrap ×104; LCov (%), coverage rates of logit transformation-based 95% confidence interval.