Bayesian models are a class of statistical models that incorporate probability as a means of expressing uncertainty about the world. These models use Bayes' theorem to update the probability of a hypothesis as more evidence or information becomes available. In the context of toxicology, Bayesian models provide a robust framework for dealing with the inherent uncertainties and variabilities in biological data.