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The machine Discovering algorithm, random forest, coupled with MACCS descriptors, is used for prediction. It provides a swift screening process for evaluating chemical toxicity, pinpointing molecular elements that improve or minimize toxicity, and giving fragment contribution predictions.Samples with concentrations greater than 500 ng/mL were dilu