Bayesian Modeling

I am a new user to Pipeline Pilot. I am attempting to create a Bayesian model of various libraries and was wondering the significance of the baseline of inactive compounds when creating the Bayesian model. Should this dataset be large and encompass all compound libraries I intent to use in the study?
Thanks.