Hi Eiko,
I know this post may be a bit old but I have the similar research question like yours (with multinomial variables). I tried using the GENLINMIXED but it either crashes or I get this error message Repeated measurement analysis is not supported for the multinomial probability distribution'.
Did you manage to analyze your data using GENLINMIXED in the end?
Regards,
Wendy
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