TABLE 3.
Bias study in NIE. (A) Simulation study for the outcome model generated using latent class mediator. (B) Simulation study for the outcome model generated using multiple mediators without latent class
Model used in analysis | NIE | NDE | |||||||
---|---|---|---|---|---|---|---|---|---|
Estimate | SD | Bias | SE | Estimate | SD | Bias | SE | ||
(A) | |||||||||
Observed multiple mediator model | No interaction | −3.80 | 0.87 | 0.94 | 0.03 | −0.86 | 1.65 | −0.94 | 0.05 |
Four Ai-Zim interactions | −3.05 | 0.91 | 1.69 | 0.03 | −1.59 | 1.69 | −1.67 | 0.05 | |
Latent class mediator model (TRUEa) | (i) Simultaneous estimation | −4.81 | 1.24 | −0.07 | 0.04 | 0.15 | 1.87 | 0.08 | 0.06 |
(ii) Three-step estimation**: | |||||||||
Pseudo-class draw | −4.35 | 1.27 | 0.39 | 0.03 | −0.27 | 2.09 | −0.35 | 0.05 | |
Modal assignment | −4.44 | 1.27 | 0.30 | 0.03 | −0.18 | 2.09 | −0.26 | 0.05 | |
Proportional assignment | −4.67 | 1.31 | 0.069 | 0.03 | 0.049 | 2.12 | −0.03 | 0.05 |
True indirect effect = −4.74. True direct effect =0.08.
Posterior probabilities.