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Table 3 The performance of methods 1 to 4 at different levels of proportions of selected indicators

From: Variable selection under multiple imputation using the bootstrap in a prognostic study

 

MI†

B†

MI100+BI†

MI10+BI†

  

c-index

slope

 

c-index

slope

 

c-index

slope

 

c-index

slope

Threshold

n

AP

BC

BC

n

AP

BC

BC

n

AP

BC

BC

n

AP

BC

BC

90%

5

0.74

0.71

0.86

6

0.74

0.71

0.85

3

0.74

0.71

0.86

4

0.72

0.71

0.85

80%

8

0.76

0.71

0.85

8

0.76

0.72

0.83

5

0.74

0.71

0.84

5

0.74

0.71

0.85

70%

10

0.76

0.71

0.77

12

0.78

0.72

0.80

11

0.77

0.72

0.79

11

0.77

0.72

0.80

60%

13

0.77

0.72

0.70

18

0.79

0.71

0.75

27

0.79

0.70

0.67

26

0.79

0.70

0.64

0% (full model)

31

0.80

0.70

0.65

31

0.79

0.69

0.65

31

0.80

0.70

0.64

31

0.80

0.70

0.65

  1. n: number of indicators selected in the multivariable models.
  2. AP: apparent index
  3. BC: bootstrap corrected index
  4. † Applied to the models that were developed when a p-value of 0.5 was used.