Nature Communications, Published online: 19 June 2026; doi:10.1038/s41467-026-73779-6 This study examines how large language models memorize medical data. It categorizes it into beneficial, uninformative, and harmful types. The work offers recommendations to enhance clinical utility and protect patient privacy.