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The device Discovering algorithm, random forest, coupled with MACCS descriptors, is used for prediction. It offers a swift screening approach for examining chemical toxicity, figuring out molecular components that raise or lessen toxicity, and supplying fragment contribution predictions.During the context of forensic and medical toxicology, the Ame