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The equipment Mastering algorithm, random forest, together with MACCS descriptors, is used for prediction. It provides a swift screening approach for examining chemical toxicity, pinpointing molecular components that enhance or lessen toxicity, and giving fragment contribution predictions.Within the context of forensic and clinical toxicology, the