The direct classification approach enhances in-silico chemical hazard and risk assessment by incorporating more hazard categories, such as chronic toxicity and environmental impact. Machine learning significantly improves chemical danger assessment by establishing relationships between molecular characteristics and biological activity, outperforming traditional QSAR models. Given the ... https://www.chemicalindustryreview.com/news/importance-of-leveraging-machine-learning-to-enhance-chemical-toxicity-assessment-nwid-161.html