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Table 6 Models mapping from FSS total to PBMs using validation dataset

From: Using the Fatigue Severity Scale to inform healthcare decision-making in multiple sclerosis: mapping to three quality-adjusted life-year measures (EQ-5D-3L, SF-6D, MSIS-8D)

 

EQ-5D

SF-6D

MSIS-8D

 

CLAD A

CLAD C

OLS A

CLAD A

CLAD C

CLAD A

CLAD C

 

Coeff

SE

Coeff

SE

Coeff

SE

Coeff

SE

Coeff

SE

Coeff

SE

Coeff

SE

FSS total

−0.007*

0.0012

−0.008*

0.0011

−0.004*

0.0005

−0.004*

0.0007

−0.004*

0.0008

−0.006*

0.0010

−0.006*

0.0011

Age

  

−0.004*

0.0011

    

0.0004

0.0009

  

−0.001

0.0020

Female

  

−0.009

0.0260

    

0.002

0.0187

  

0.012

0.0395

Constant

1.001

0.0549

1.233

0.0979

0.81

0.0261

0.793

0.0394

0.827

0.0781

0.939

0.0432

0.974

0.1252

Observations

260

 

258

 

152

 

152

 

152

 

157

 

157

 

F statistic

    

54.71

       

0.185

 

Prob>F

    

< 0.0001

         

R-squared

    

0.316

         

Pseudo R2

0.119

 

0.141

   

0.169

 

0.169

 

0.180

 

0.185

 

Coefficients

1

 

3

 

1

 

1

 

3

 

1

 

3

 

Significant coefficients

1

 

2

 

1

 

1

 

1

 

1

 

1

 

Mean absolute error (MAE)

0.183

 

0.179

 

0.068

 

0.068

 

0.071

 

0.118

 

0.114

 

Mean squared error (MSE)

0.076

 

0.071

 

0.008

 

0.008

 

0.009

 

0.023

 

0.022

 

Root MSE

0.276

 

0.267

 

0.09

 

0.09

 

0.095

 

0.151

 

0.149

 

Normalised root MSE

17.31%

 

16.75%

 

12.88%

 

12.88%

 

13.59%

 

18.80%

 

18.56%

 

Individuals with MAE < 0.25

78.85%

 

76.92%

 

98.68%

 

98.03%

 

98.03%

 

92.36%

 

91.08%

 

Individuals with MAE < 0.1

49.62%

 

47.31%

 

76.32%

 

75.00%

 

75.66%

 

50.32%

 

52.23%

 

Individuals with MAE < 0.05

24.62%

 

25.77%

 

48.68%

 

46.05%

 

46.05%

 

22.93%

 

31.21%

 
  1. Coeff model coefficient, SE standard error, CLAD Censored Least Adjusted Deviation model, EQ-5D EuroQoL EQ-5D-3L; SF-6D Short-Form 6D; MSIS-8D Multiple Sclerosis Impact Scale – Eight Dimensions
  2. *p < 0.001