Passive data collection refers to the method of gathering data without direct interaction with the subjects. This approach leverages existing data sources such as medical records, insurance claims, and health registries. Unlike active data collection, which involves direct engagement through surveys or experiments, passive data collection relies on pre-existing information that can provide invaluable insights into public health trends.