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. Author manuscript; available in PMC: 2023 Apr 4.
Published in final edited form as: Stat Med. 2023 Jan 4;42(7):953–969. doi: 10.1002/sim.9652

TABLE 2.

Estimation and inference results under the second simulation setting. Specificity ϕ0(z) under controlled sensitivity level ρ0 at the covariate selection z=(0.5,0.5)T by our proposed method and two existing methods9,11 are estimated and presented.

n1=n0 Proposed method Pepe (1998) Faraggi (2003)
Bias SD SE LCov Bias SD SE LCov Bias SD SE LCov
ρ0=0.95
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
ρ0=0.90
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
ρ0=0.85
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
ρ0=0.80
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, (ϕ^ϕ0)×104; SD, standard deviation ×104; SE, standard error estimated using bootstrap ×104; LCov (%), coverage rates of logit transformation-based 95% confidence interval.