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The equipment Studying algorithm, random forest, as well as MACCS descriptors, is employed for prediction. It offers a swift screening technique for examining chemical toxicity, pinpointing molecular factors that improve or decrease toxicity, and giving fragment contribution predictions.Samples with concentrations bigger than 500 ng/mL were being