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The device learning algorithm, random forest, in conjunction with MACCS descriptors, is employed for prediction. It provides a swift screening system for examining chemical toxicity, figuring out molecular factors that boost or lower toxicity, and providing fragment contribution predictions.Conflicting stories on the ability of artificial cathinone