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In this tutorial, Plaster Tundish from Merck Research Labs discusses the extraction of information from electronic records, focusing on knowledge discovery from unstructured data. The work is in collaboration with the Regenstrief Institute in Indiana, which is known for its pioneering health information exchanges. These exchanges compile vast amounts of clinical data from patient care and research, as well as from a homegrown Electronic Medical Record (EMR) system developed over 30 years. The institute collects clinical and billing data through a network of hospitals, aimed at advancing healthcare research.