The machine Discovering algorithm, random forest, as well as MACCS descriptors, is employed for prediction. It provides a swift screening process for assessing chemical toxicity, determining molecular parts that raise or lessen toxicity, and providing fragment contribution predictions.2015). Methcathinone derivatives with equivalent affinity for DA