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The device Discovering algorithm, random forest, together with MACCS descriptors, is used for prediction. It provides a swift screening system for examining chemical toxicity, figuring out molecular components that increase or minimize toxicity, and furnishing fragment contribution predictions.Conflicting reports on the power of synthetic cathinone