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Table 3 Rotated factor loadings of exploratory Multidimensional Graded Response (MGR) models for constructing mental health dimensions measured by Genera Health Questionnaire-12 (GHQ-12)

From: How different domains of quality of life are associated with latent dimensions of mental health measured by GHQ-12

Items

One-dimensional model

Bifactor model

Two-dimensional model

Three-dimensional model

Four-dimensional model

General factor

Specific factor 1

Specific factor 2

F1

F2

F1

F2

F3

F1

F2

F3

F4

GHQ1

Been able to concentrate on whatever you are doing

0.48

0.32

0.50

0.00

 − 0.13

 − 0.53

0.22

 − 0.61

0.30

0.08

0.19

 − 0.02

0.65

GHQ2

Felt that you are playing a useful part in things

0.59

0.40

0.70

0.00

0.02

 − 0.82

 − 0.02

 − 0.82

 − 0.03

 − 0.17

 − 0.12

0.23

0.59

GHQ3

Enjoyed normal day-to-day activities

0.64

0.45

0.69

0.00

 − 0.06

 − 0.80

 − 0.02

 − 0.81

0.04

 − 0.12

0.00

0.40

0.41

GHQ4

Been able to face up to your problems

0.60

0.39

0.77

0.00

0.06

 − 0.89

 − 0.02

 − 0.88

 − 0.07

0.03

 − 0.02

0.89

0.00

GHQ5

Felt capable of making decisions about things

0.66

0.44

0.77

0.00

0.02

 − 0.90

 − 0.07

 − 0.88

 − 0.07

 − 0.03

 − 0.02

0.89

 − 0.01

GHQ6

Felt reasonably happy, all things considered

0.65

0.46

0.71

0.00

 − 0.07

 − 0.81

 − 0.02

 − 0.82

0.05

0.03

0.11

0.80

0.04

GHQ7

Lost much sleep over worry

0.63

0.53

0.00

0.48

 − 0.74

0.09

 − 0.03

0.02

0.71

 − 0.02

0.70

 − 0.02

0.02

GHQ8

Been feeling unhappy and depressed

0.83

0.70

0.00

0.65

 − 0.95

0.08

0.00

 − 0.01

0.96

0.02

0.95

 − 0.01

0.05

GHQ9

Felt constantly under strain

0.85

0.72

0.00

0.59

 − 0.96

0.08

 − 0.11

0.00

0.85

 − 0.07

0.87

0.06

 − 0.03

GHQ10

Felt you could not overcome your difficulties

0.89

0.86

0.00

0.28

 − 0.85

 − 0.10

 − 0.54

 − 0.04

0.41

 − 0.50

0.44

0.06

0.00

GHQ11

Been losing confidence in yourself

0.88

0.93

0.00

0.04

 − 0.76

 − 0.19

 − 0.90

 − 0.01

0.04

 − 0.87

0.08

0.01

 − 0.01

GHQ12

Thinking of yourself as a worthless person

0.80

0.90

0.00

 − 0.10

 − 0.66

 − 0.20

 − 0.85

 − 0.07

 − 0.001

 − 0.92

 − 0.05

 − 0.01

0.03

  1. The positively phrased items were GHQ1 to GHQ6 (with a response scale including more than usual; same as usual; less than usual and much less than usual)
  2. The negatively phrased items were GHQ7 to GHQ12 (with a response scale including not at all; no more than usual; rather more than usual and much more than usual). See Table 4 in the manuscript for information on goodness of fit indices for all five competing models