Chronic diseases are the leading causes of mortality and morbidity for Americans but public health surveillance for these conditions is limited. Health departments currently use telephone interviews, medical surveys and death certificates to gather information on chronic diseases but these sources are limited by cost, timeliness, limited clinical detail and/or poor population coverage. Continual and automated extraction, analysis and summarization of EHR data could advance surveillance in each of these domains.