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Table 5 Models mapping from FSS total to PBMs using estimation 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

− 0.006*

0.0006

− 0.006*

0.0006

− 0.006*

0.0003

−0.006*

0.0004

−0.006*

0.0004

−0.007*

0.0007

−0.008*

0.0008

Age

  

−0.003*

0.0007

    

−0.0005

0.0005

  

−0.001

0.0008

Female

  

0.012

0.0133

    

−0.012

0.0107

  

−0.024

0.0233

Constant

0.921

0.0256

1.058

0.0610

0.897

0.0151

0.913

0.0195

0.966

0.0374

0.985

0.0228

1.084

0.0719

Observations

763

 

755

 

455

 

455

 

452

 

474

 

464

 

F statistic

    

357.45

         

Prob>F

    

< 0.0001

         

R-squared

    

0.451

         

Pseudo R2

0.107

 

0.126

   

0.267

 

0.274

 

0.196

 

0.194

 

Coefficients

1

 

3

 

1

 

1

 

3

 

1

 

3

 

Significant coefficients

1

 

2

 

1

 

1

 

1

 

1

 

1

 

Mean absolute error (MAE)

0.175

 

0.173

 

0.078

 

0.078

 

0.077

 

0.117

 

0.116

 

Mean squared error (MSE)

0.066

 

0.067

 

0.01

 

0.01

 

0.01

 

0.024

 

0.023

 

Root MSE

0.257

 

0.258

 

0.1

 

0.1

 

0.1

 

0.154

 

0.152

 

Normalised root MSE

16.12%

 

16.19%

 

14.31%

 

14.31%

 

14.31%

 

19.18%

 

18.93%

 

Individuals with MAE < 0.25

78.37%

 

79.34%

 

98.68%

 

98.68%

 

98.45%

 

89.05%

 

90.41%

 

Individuals with MAE < 0.1

47.05%

 

49.14%

 

68.13%

 

69.01%

 

70.13%

 

51.93%

 

51.84%

 

Individuals with MAE < 0.05

26.47%

 

29.14%

 

41.32%

 

41.98%

 

42.48%

 

28.40%

 

29.39%

 
  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