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In this tutorial, Plaster Tundish from Merck Research Labs discusses extracting information from electronic health records, focusing on knowledge discovery from unstructured data. The work, in collaboration with Regenstrief Institute in Indiana, leverages one of the nation's earliest health information exchanges, which has amassed significant clinical data from patient care. Tundish highlights GenInstitute's 30 years of experience in developing a homegrown electronic medical record (EMR) system, capturing both clinical and billing data through a network of hospitals. The goal is to utilize this comprehensive data for both research and practical applications in healthcare.