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The machine learning algorithm, random forest, together with MACCS descriptors, is used for prediction. It offers a swift screening technique for evaluating chemical toxicity, identifying molecular components that maximize or minimize toxicity, and giving fragment contribution predictions.Incubates and samples had been analyzed by liquid chromatogr