The machine learning algorithm, random forest, coupled with MACCS descriptors, is used for prediction. It provides a swift screening method for evaluating chemical toxicity, figuring out molecular parts that boost or reduce toxicity, and delivering fragment contribution predictions.2 µM for four-CMC signifies this NPS displays reasonable inhibitor