A reusable framework for health counseling dialogue systems based on a behavioral medicine ontology

被引:81
作者
Bickmore, Timothy W. [1 ]
Schulman, Daniel [1 ]
Sidner, Candace L. [2 ]
机构
[1] Northeastern Univ, Coll Comp & Informat Sci, Boston, MA 02115 USA
[2] Worcester Polytech Inst, Dept Comp Sci, Worcester, MA 01609 USA
关键词
Dialogue system; Behavioral informatics; Consumer informatics; Motivational Interviewing; Transtheoretical model; Natural language processing; INTERACTIVE VOICE RESPONSE; CARDIOVASCULAR-DISEASE; CHANGE INTERVENTIONS; PHYSICAL-ACTIVITY; UNITED-STATES; FRUIT; RISK; CARE; GUIDELINES; VEGETABLES;
D O I
10.1016/j.jbi.2010.12.006
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Automated approaches to promoting health behavior change, such as exercise, diet, and medication adherence promotion, have the potential for significant positive impact on society. We describe a theory-driven computational model of dialogue that simulates a human health counselor who is helping his or her clients to change via a series of conversations over time. Applications built using this model can be used to change the health behavior of patients and consumers at low cost over a wide range of media including the web and the phone. The model is implemented using an OWL ontology of health behavior change concepts and a public standard task modeling language (ANSI/CEA-2018). We demonstrate the power of modeling dialogue using an ontology and task model by showing how an exercise promotion system developed in the framework was re-purposed for diet promotion with 98% reuse of the abstract models. Evaluations of these two systems are presented, demonstrating high levels of fidelity to best practices in health behavior change counseling. (c) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:183 / 197
页数:15
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