help > Question About Main Effects and Interaction in a Second-Level Regression Model (Warning Message)
Sep 13, 2023  08:09 AM | I-Fei Chen
Question About Main Effects and Interaction in a Second-Level Regression Model (Warning Message)

Dear Alfonso and fellow forum users,


I have a question regarding the use of contrasts in a second-level setting. Here are the between-subjects factors and conditions in my study:


Between-subjects: "GroupA," "GroupB," "Age," "BehavioralScore_GroupA," "BehavioralScore_GroupB"
Conditions: "rest"


Based on previous discussions, the contrast for the interaction effect is specified as [0 0 0 1 -1], with control for age in the regression model. The regression equation looks like this:


Functional Connectivity = Beta0 + Beta1(Group) + Beta2(Age) + Beta3(BehavioralScore*Group)


Now, I'm wondering if I can include the main effect of "BehavioralScore" in the regression, as shown below:


Functional Connectivity = Beta0 + Beta1(Group) + Beta2(BehavioralScore) + Beta3(Age) + Beta4(BehavioralScore*Group)


In this case, the factors are defined as follows:


Between-subjects: "GroupA," "GroupB," "BehavioralScore," "Age," "BehavioralScore_GroupA," "BehavioralScore_GroupB"
Conditions: "rest"


The contrast for the interaction effect is [0 0 0 0 1 -1].


However, when I run this model, the GUI displays a warning message and suggests simplifying the second-level model. I'm wondering why is this warning happening?


Thank you for your assistance and valuable suggestions.


Sincerely,
Fei

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TitleAuthorDate
Question About Main Effects and Interaction in a Second-Level Regression Model (Warning Message)
I-Fei Chen Sep 13, 2023
Alfonso Nieto-Castanon Sep 21, 2023