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Table 5 Assessing model predictions

From: Mapping of the Insomnia Severity Index and other sleep measures to EuroQol EQ-5D health state utilities

  

N

Model I

Model II

Model III

Model IV

   

MSE

MAE

MSE

MAE

MSE

MAE

MSE

MAE

Estimation Sample

Full index

1421 (100%)

0.024

0.109

0.025

0.110

0.026

0.112

0.024

0.110

 

< 0.2

10 (0.68%)

N/A

0.545

0.375

0.566

0.424

0.567

N/A

0.526

 

0.2-0.4

53 (3.76%)

0.184

0.350

0.146

0.366

0.155

0.377

0.192

0.392

 

0.4-0.6

164 (11.57%)

0.070

0.232

0.066

0.235

0.068

0.241

0.072

0.250

 

0.6-0.8

329 (23.15%)

0.008

0.066

0.007

0.063

0.007

0.064

0.005

0.057

 

0.8-1.0

865 (60.85%)

0.013

0.083

0.013

0.084

0.014

0.085

0.013

0.087

Validation Sample

Full index

1421 (100%)

0.025

0.110

0.024

0.110

0.025

0.111

0.023

0.108

 

< 0.2

10 (0.73%)

N/A

0.538

0.351

0.555

0.389

0.547

N/A

0.502

 

0.2-0.4

53 (3.70%)

0.209

0.373

0.157

0.381

0.165

0.388

0.207

0.407

 

0.4-0.6

163 (11.44%)

0.071

0.233

0.064

0.234

0.067

0.235

0.071

0.246

 

0.6-0.8

326 (22.95%)

0.008

0.069

0.007

0.061

0.007

0.064

0.006

0.061

 

0.8-1.0

869 (61.18%)

0.013

0.083

0.013

0.084

0.014

0.085

0.013

0.087

  1. -MSE = Mean square error.
  2. -N/A = Estimates were not available due to the small sample size
  3. -MAE = Mean absolute error
  4. - Note: For model specifications please refer to Table 1
  5. -Sample size for both the estimation and validation sample was randomly drawn (50%) from the total qualified participants (N = 2,842).