Scientists use Quantitative Structure-Activity Relationships (QSAR) models to predict the toxicity of compounds based on their chemical structures. These models analyze relationships between chemical structures and biological activity, allowing for the prediction of toxic effects without extensive laboratory testing. However, these predictions are not foolproof and must be validated through experimental data.