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The device Mastering algorithm, random forest, in addition to MACCS descriptors, is used for prediction. It offers a swift screening system for evaluating chemical toxicity, determining molecular elements that boost or reduce toxicity, and delivering fragment contribution predictions.Incubates and samples were analyzed by liquid chromatography-subs