Predictive models in toxicology are computational tools and methodologies used to forecast the toxicity of substances. These models integrate data from various sources to predict adverse health effects without the need for extensive animal testing or lengthy experimental procedures. They are crucial for assessing the safety of chemicals, pharmaceuticals, and environmental pollutants.