Table 1.
# | 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.