We therefore train a linear regression and logistic classification model on the MPNN molecular fingerprint distance as a means to provide a quantitative estimate of the uncertainty of any prediction made using our model. Users of the model can define their own cutoff for a domain of applicability depending on how much uncertainty that can tolerate.