The device Understanding algorithm, random forest, along with MACCS descriptors, is used for prediction. It provides a swift screening process for evaluating chemical toxicity, pinpointing molecular parts that enhance or lower toxicity, and providing fragment contribution predictions.While in the context of forensic and clinical toxicology, the Ame