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The device learning algorithm, random forest, in conjunction with MACCS descriptors, is employed for prediction. It offers a swift screening method for assessing chemical toxicity, pinpointing molecular parts that improve or reduce toxicity, and delivering fragment contribution predictions.LDH assay, according to the measurement from the action of