afni.nimh.nih.gov

Yes, 3dLME currently uses REML. I'll look into the situation and see if I can add an option for ML.

I'm curious - if you're interested in the impact of an fixed-effect variable, wouldn't it be enough to examine the statistical significance of the variable (e.g., t-stat for the variable in the 3dLME output)?

Gang