Toxicology often deals with risk assessment, regulatory compliance, and drug safety. Decisions based on machine learning models need to be transparent to ensure they are scientifically valid and that stakeholders can trust them. By using SHAP values, toxicologists can identify how different features, such as chemical properties or biological activities, contribute to a model's output.
