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The device Understanding algorithm, random forest, in addition to MACCS descriptors, is employed for prediction. It offers a swift screening method for assessing chemical toxicity, determining molecular elements that increase or decrease toxicity, and providing fragment contribution predictions.The validation parameters show the sensitivity and pre