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The machine Mastering algorithm, random forest, along with MACCS descriptors, is employed for prediction. It provides a swift screening system for assessing chemical toxicity, determining molecular parts that raise or decrease toxicity, and delivering fragment contribution predictions.Incubates and samples ended up analyzed by liquid chromatography