Category: Publications
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Nutri: A Behavioral Science-Based Clinical Decision Support for Chronic Disease Management
Click here to read the full paper on Pubmed! |Abstract| Clinical decision support systems (CDSS) for the ongoing decision making required to support health behavior change for chronic disease management should incorporate behavioral science (e.g., a collaborative goal setting workflow) with more common CDSS components (i.e., an evidence-based knowledge base that processes patient data). Given…
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User-Centered Design of a Clinical Tool for Shared Decision-making About Diet in Primary Care
Click here to read the full paper on PubMed! Background: Health information technology is a leading cause of clinician burnout and career dissatisfaction, often because it is poorly designed by nonclinicians who have limited knowledge of clinicians’ information needs and health care workflow. Objective: Describe how we engaged primary care clinicians and their patients in an iterative…
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Psychosocial-Behavioral Phenotyping: A Novel Precision Health Approach to Modeling Behavioral, Psychological, and Social Determinants of Health Using Machine Learning
Click here for the full publication! |Abstract| Background: The context in which a behavioral intervention is delivered is an important source of variability and systematic approaches are needed to identify and quantify contextual factors that may influence intervention efficacy. Machine learning-based phenotyping methods can contribute to a new precision health paradigm by informing personalized behavior…