I would like to analyze fMRI group level data with an ANOVA design, and
currently have two within-subject factors, each with 2 levels. Is it better
to model the anova as a 2x2 design with these factors, or add an additional
between subjects factor of N levels with one level for each of the N
subjects (thereby adding an additional factor, but potentially better
accouting for variability between subjects)?