The device Studying algorithm, random forest, in addition to MACCS descriptors, is used for prediction. It offers a swift screening system for evaluating chemical toxicity, pinpointing molecular factors that improve or lessen toxicity, and delivering fragment contribution predictions.2015). Methcathinone derivatives with equivalent affinity for DAT