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The equipment Mastering algorithm, random forest, along with MACCS descriptors, is utilized for prediction. It offers a swift screening technique for assessing chemical toxicity, figuring out molecular factors that increase or lessen toxicity, and delivering fragment contribution predictions.The validation parameters reveal the sensitivity and prec