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The device Understanding algorithm, random forest, in conjunction with MACCS descriptors, is employed for prediction. It offers a swift screening approach for evaluating chemical toxicity, identifying molecular elements that increase or minimize toxicity, and offering fragment contribution predictions.No interfering peaks because of endogenous/exog