The device Understanding algorithm, random forest, in addition to MACCS descriptors, is used for prediction. It offers a swift screening technique for examining chemical toxicity, determining molecular parts that increase or lower toxicity, and providing fragment contribution predictions.Conflicting studies on the flexibility of synthetic cathinone