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. Author manuscript; available in PMC: 2014 Jan 1.
Published in final edited form as: J Stat Theory Pract. 2013 Apr 5;7(2):381–400. doi: 10.1080/15598608.2013.772830

Table 1.

Simulation study: True parameter value of log (HR)=0.81, under random censoring

# P(X=1) Total n Event rate Sensitivity/Specificity Using accurate X Using observed W Validation data only Multiple imputation Regression calibration Pooled estimation Corrected score MC-SIMEX

1 40% 2000 20% 0.9/0.7 (under-reporting) 0 −33 1 −12 −9 −7 2 −10
10/10 10/10 34/34 24/25 16/16 15/15 19/19 15/16
1 12 12 7 3 3 4 3
96 12 97 93 91 90 96 94

2 40% 2000 5% 0.9/0.7 1 −30 5 −2 −4 −4 0 −6
20/20 20/21 69/70 56/57 31/31 29/28 33/34 31/32
4 13 48 31 10 9 11 46
96 69 97 97 94 94 96 94

3 40% 2000 20% 0.9/0.9 0 −17 1 −10 −7 −6 1 −1
10/10 10/10 36/33 20/20 12/12 12/11 13/15 18/17
1 4 13 5 2 2 2 2
96 59 93 92 91 90 97 96

4 40% 2000 5% 0.9/0.9 1 −15 5 −1 −4 3 1 1
21/20 21/20 70/70 46/51 25/23 25/22 25/26 24/25
4 7 49 21 6 6 6 6
94 85 97 97 94 92 96 98

5 40% 2000 20% 0.7/0.9 (over-reporting) 0 −31 1 −16 −19 −17 2 −5
10/10 10/10 34/33 22/23 13/13 13/12 18/20 18/15
1 11 12 7 5 5 3 3
95 14 94 88 66 68 98 93

6 40% 2000 5% 0.7/0.9 1 −30 3 −1 −19 −17 1 −1
19/20 20/20 70/70 54/57 24/24 23/23 34/35 31/30
4 13 49 29 9 8 12 10
96 68 98 96 88 88 97 93

7 20% 2000 20% 0.7/0.9 0 −34 0 −16 −7 −6 2 −8
11/11 11/11 38/37 27/27 19/19 18/17 22/25 19/17
1 22 14 10 4 4 5 4
95 10 95 91 91 91 98 94

8 20% 2000 5% 0.7/0.9 1 −32 2 −4 −2 −1 −2 13
21/21 21/22 72/75 59/62 36/36 33/32 39/38 33/34
4 15 52 35 13 11 15 13
95 70 96 97 96 95 97 95

9 40% 1000 20% 0.7/0.9 1 −30 1 −13 −19 −17 0 −7
15/14 15/14 48/49 33/35 19/19 19/17 25/25 22/21
2 11 23 13 7 7 6 5
93 45 97 94 80 80 96 95

10 40% 1000 5% 0.7/0.9 0 −31 −7 −8 −20 −19 4 −1
32/30 31/29 78/100 72/87 38/36 36/34 54/54 46/45
10 19 61 52 18 17 29 22
94 81 94 97 91 90 97 93

11 16% 5000 7% 0.55/0.85 0 −52 −4 −12 −10 −6 0 −21
13/13 13/13 45/43 41/38 33/33 27/26 36/37 24/25
2 29 20 18 12 8 13 11
95 1 96 95 93 94 98 92

Entry in each cell represents mean of bias (1st row), sample standard error/mean ofstandard error estimates (2nd row), mean squared error (3rd row), and coverageprobability (last row) for log(HR). All numbers were multiplied by 100. 1000 simulations wereconducted. 10% of total sample size (n) was selected for validation sample. HR denoteshazards ratio.