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The equipment Understanding algorithm, random forest, together with MACCS descriptors, is employed for prediction. It offers a swift screening method for assessing chemical toxicity, determining molecular components that improve or reduce toxicity, and providing fragment contribution predictions.Samples with concentrations bigger than 500 ng/mL we