For the logistic regression , partial least squares , generalized linear models , and k-Nearest Neighbor predictions, the Caret software package was utilized to create and evaluate the models. A simple grid search was performed to obtain a set of optimal hyperparameters. The input features were the Morgan Fingerprint bit-vectors and the output was the binary outcome of whether the protonated analyte would react with MOP.