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The machine Discovering algorithm, random forest, along with MACCS descriptors, is utilized for prediction. It provides a swift screening technique for examining chemical toxicity, identifying molecular components that enhance or lower toxicity, and providing fragment contribution predictions.No interfering peaks as a result of endogenous/exogenous