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In this video tutorial, Plaster Tundish from Merck Research Labs discusses the extraction of information from electronic health records. The focus is on various applications and use cases in knowledge discovery from unstructured data, developed in collaboration with the Regenstrief Institute. The Regenstrief Institute, located in Indiana, features one of the nation's earliest health information exchanges (HIE), which collects extensive clinical data from patient care and contributes to research. This institute also developed a homegrown electronic medical record (EMR) system over 30 years ago, utilizing clinical and billing data sourced from a network of hospitals.