The equipment Mastering algorithm, random forest, together with MACCS descriptors, is utilized for prediction. It provides a swift screening system for assessing chemical toxicity, determining molecular factors that enhance or decrease toxicity, and delivering fragment contribution predictions.LDH assay, according to the measurement from the exerci