Interpretability is crucial because it bridges the gap between complex scientific data and practical applications. It allows toxicologists to communicate findings to regulators, healthcare providers, and the public. Without clear interpretations, valuable data could be misunderstood or misapplied, leading to ineffective or harmful decisions. For instance, understanding the LD50 (lethal dose for 50% of the population) of a substance helps in risk assessment and management.