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. Author manuscript; available in PMC: 2021 Nov 26.
Published in final edited form as: Biom J. 2019 Aug 8;62(3):764–776. doi: 10.1002/bimj.201800240

TABLE 2.

Mean values of 100 * NB(t) estimated using observed risks R in a population assuming that the model is well-calibrated; risk estimates in a case–control sampling when the disease prevalence μ is known, and based on observations of (R, Y) in the population

Standard deviation of 100 * NB^
100 * NB^
R
CC
(R, Y)
VarRatio
t true R CC (R, Y) emp infl emp (emp(μ^)a) infl emp infl CC/R RY/R RY/CC
α = 6.55, β = 124.45*
0.02 3.07 3.07 3.07 3.07 0.02 0.02 0.02 (0.23) 0.02 0.23 0.22 1.39 132.94 95.83
0.03 2.15 2.15 2.14 2.15 0.02 0.02 0.06 (0.22) 0.06 0.22 0.22 11.08 139.15 12.56
0.04 1.36 1.37 1.37 1.37 0.02 0.02 0.1 (0.21) 0.10 0.20 0.20 38.98 153.73 3.94
0.05 0.79 0.79 0.79 0.79 0.01 0.01 0.13 (0.19) 0.13 0.18 0.18 92.49 178.79 1.93
0.06 0.42 0.42 0.43 0.42 0.01 0.01 0.12 (0.15) 0.13 0.14 0.15 170.31 214.02 1.26
0.07 0.21 0.21 0.20 0.21 0.01 0.01 0.12 (0.13) 0.12 0.11 0.11 270.05 262.23 0.97
0.08 0.09 0.09 0.10 0.10 0.00 0.00 0.09 (0.1) 0.09 0.08 0.08 390.57 321.22 0.82
0.09 0.04 0.04 0.04 0.04 0.00 0.00 0.07 (0.07) 0.07 0.06 0.06 513.47 381.24 0.74
α = 1, β = 19**
0.02 3.41 3.41 3.41 3.42 0.04 0.05 0.06 (0.22) 0.06 0.22 0.21 1.60 22.20 13.84
0.03 2.80 2.81 2.81 2.82 0.04 0.04 0.08 (0.21) 0.08 0.21 0.21 3.52 23.28 6.61
0.04 2.30 2.30 2.29 2.30 0.04 0.04 0.10 (0.22) 0.10 0.22 0.20 6.21 24.45 3.94
0.05 1.89 1.89 1.89 1.88 0.04 0.04 0.11 (0.20) 0.12 0.19 0.19 9.40 25.91 2.76
0.06 1.54 1.54 1.54 1.54 0.04 0.04 0.12 (0.19) 0.13 0.19 0.18 13.24 27.59 2.08
0.07 1.26 1.26 1.26 1.27 0.03 0.03 0.13 (0.19) 0.13 0.17 0.17 17.52 29.34 1.68
0.08 1.03 1.02 1.02 1.02 0.03 0.03 0.14 (0.19) 0.14 0.17 0.16 22.34 31.04 1.39
0.09 0.83 0.83 0.84 0.83 0.03 0.03 0.13 (0.17) 0.14 0.15 0.15 27.72 33.13 1.20
α = 3, β = 5.7***
0.02 3.95 3.95 3.94 3.95 0.08 0.08 0.05 (0.21) 0.05 0.21 0.21 0.47 7.33 15.46
0.03 3.57 3.56 3.57 3.55 0.08 0.08 0.07 (0.22) 0.07 0.21 0.21 0.86 7.53 8.76
0.04 3.24 3.24 3.24 3.23 0.07 0.07 0.09 (0.22) 0.09 0.22 0.21 1.31 7.75 5.93
0.05 2.95 2.95 2.95 2.95 0.08 0.07 0.10(0.2) 0.10 0.19 0.21 1.82 8.00 4.40
0.06 2.69 2.69 2.68 2.70 0.07 0.07 0.11 (0.21) 0.11 0.20 0.20 2.39 8.22 3.44
0.07 2.46 2.46 2.46 2.46 0.07 0.07 0.11 (0.20) 0.12 0.19 0.20 3.03 8.47 2.79
0.08 2.25 2.25 2.25 2.25 0.07 0.07 0.13 (0.20) 0.13 0.20 0.19 3.73 8.72 2.34
0.09 2.06 2.07 2.06 2.06 0.07 0.06 0.14 (0.22) 0.13 0.20 0.19 4.47 8.97 2.01

Note. Results are based on 500 simulations for each set of parameters (α, β) for the beta distribution and values of threshold t. Each simulation has N = 10, 000 samples with μ =.05. For the case–control design, three controls were sampled for each case. Variance ratios (VarRatios) are computed as the ratio of the influence function-based variances.

*

AUC = 0.61;

**

AUC = 0.76;

***

AUC = 0.88.

Abbreviations: emp, empirical; infl, influence function-based; CC/R, var(NBCC)/var(NBR); RY/R, var(NBRY)/var(NBR); RY/CC, var(NBRY)/var(NBCC).

a

Standard deviations of NB^CC with μ^=Y¯ substituted for μ.