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The machine Discovering algorithm, random forest, along with MACCS descriptors, is used for prediction. It provides a swift screening process for assessing chemical toxicity, identifying molecular components that raise or lessen toxicity, and supplying fragment contribution predictions.Within the context of forensic and clinical toxicology, the Ame