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The machine Mastering algorithm, random forest, as well as MACCS descriptors, is used for prediction. It provides a swift screening process for examining chemical toxicity, identifying molecular elements that maximize or minimize toxicity, and supplying fragment contribution predictions.Samples with concentrations better than five hundred ng/mL en