Managing Patients with Chronic Conditions

Speaker: 
Mariel Lavieri
Date: 
Thu, Feb 23, 2017
Location: 
University of Calgary, Downtown Campus
Conference: 
Lunchbox Lecture Series
Abstract: 
Chronic disease management often involves sequential decisions that have long-term implications. Those decisions are based on high dimensional information, which pose a problem for traditional modeling paradigms. In some key instances, the disease dynamics might not be known, but instead are learned as new information becomes available. As a first step, we will describe some of the ongoing research modeling medical decisions of patients with chronic conditions. Key to the models developed is the incorporation of the individual patient's disease dynamics into the parameterization of the models of the disease state evolution. Model conception and validation is described, as well as the role of multidisciplinary collaborations in ensuring practical impact of this work.