before her doctoral degree, working under the direction of naomi sager at new york university, she also contributed to the development of second generation medical language processing systems. after her doctoral degree in computer science (natural language processing) under dr. ralph grishman at the courant institute of mathematics at new york university, she has developed annotative clinical information systems that have been integrated in the new york–presbyterian hospital, and the columbia university medical center.