The landscape of medical research is undergoing a fundamental transformation. Traditionally, researchers have relied on point-in-time data collection—snapshots of patient health captured during specific study visits or through one-time reviews of medical records. Today, the integration of electronic medical records (EMRs) and longitudinal health data into research workflows is opening new frontiers for discovery, enabling more comprehensive, historically informed, and representative studies.