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Table 2 Impact of effect size and effect distribution.

From: Performance of mixed effects models in the analysis of mediated longitudinal data

Simulated Data

Mediated SEM

Mixed Model without Mediator

Effect Size

Effect Distribution

Effect

Bias (%)

Coverage Probability (%)

Power (%)

Bias (%)

Coverage Probability (%)

Power (%)

Large

Equal

Total

-0.8

94

100

-0.8

94

100

 

Direct

Total

-0.8

94

100

-0.8

93

100

 

Indirect

Total

0.9

94

100

-0.6

94

100

Medium

Equal

Total

-1.5

94

95

-1.5

93

94

 

Direct

Total

-1.5

94

97

-1.5

93

96

 

Indirect

Total

-1.3

94

93

-1.3

93

92

Medium-Small

Equal

Total

-2.0

94

80

-2.0

93

80

 

Direct

Total

-0.9

94

84

-0.9

93

83

 

Indirect

Total

-1.8

94

80

-1.8

93

79

Small

Equal

Total

-3.7

94

32

-3.7

93

32

 

Direct

Total

-3.9

94

36

-4.0

93

35

 

Indirect

Total

-3.7

94

34

-3.7

93

33

  1. The impact of effect size and its distribution on model performance in evaluating the total effect of the main independent variable on the random intercept.
  2. Based on 1000 simulated datasets with a sample size of 250.