Pruning in toxicology refers to the methodical process of eliminating irrelevant or redundant data from large datasets to focus on critical information. This is especially significant when dealing with toxicological data, which often includes vast amounts of information concerning chemicals, their effects on biological systems, and potential risks to human health.