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The equipment Studying algorithm, random forest, in addition to MACCS descriptors, is utilized for prediction. It provides a swift screening approach for evaluating chemical toxicity, figuring out molecular components that boost or lessen toxicity, and giving fragment contribution predictions.From the context of forensic and medical toxicology, the