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

Journal of Biomedical Informatics

Volumn 44, Issue 2, 2011, Pages 183-197

  Bickmore, Timothy W ^a   Schulman, Daniel ^a   Sidner, Candace L ^b  

^a Northeastern University   (United States)

^b Worcester Polytechnic Institute   (United States)

Author keywords

Behavioral informatics; Consumer informatics; Dialogue system; Motivational Interviewing; Natural language processing; Transtheoretical model

Indexed keywords

DIALOGUE SYSTEMS; INFORMATICS; MOTIVATIONAL INTERVIEWING; NATURAL LANGUAGE PROCESSING; TRANSTHEORETICAL MODEL;

BEHAVIORAL RESEARCH; COMPUTATIONAL LINGUISTICS; HEALTH; INFORMATION SCIENCE; NATURAL LANGUAGE PROCESSING SYSTEMS; NUTRITION; ONTOLOGY; SPEECH PROCESSING;

MATHEMATICAL MODELS;

ARTICLE; BEHAVIOR CHANGE; CONSUMER; HEALTH BEHAVIOR; MEDICAL INFORMATICS; NATURAL LANGUAGE PROCESSING; PATIENT COUNSELING; PRIORITY JOURNAL; SYSTEM ANALYSIS; THEORETICAL MODEL;

ADULT; BEHAVIOR THERAPY; BEHAVIORAL MEDICINE; COUNSELING; FEMALE; HEALTH BEHAVIOR; HEALTH PROMOTION; HUMANS; INTERVIEWS AS TOPIC; MALE;

EID: 79952814945     PISSN: 15320464     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jbi.2010.12.006     Document Type: Article

References (67)

1. Mokdad A.H., Marks J.S., Stroup D., Gerberding J. Actual causes of death in the United States, 2000. JAMA 2004, 291:1238-1245.
2. US Department of Health and Human Services. Physical activity and health: a report of the Surgeon General. Atlanta (GA): US Department of Health and Human Servies,Centers for Disease Control and Prevention, National Center for Chronic Disease Prevention and Health Promotion; 1996.
3. Bouchard C., Stephens T. Physical activity and health: international proceedings and consensus statement 1994, Human Kinetics, Champaign (IL).
4. Stewart A., Haskell W. Endurance exercise and health-related quality of life in 50-65 year old adults. Gerontologist 1993, 33:782-789.
5. LaPorte R., Adams L., Savage D., Brenes G., Dearwater S., Cook T. The spectrum of physical activity, cardiovascular disease and health: an epidemiologic perspective. Am J Epidemiol 1984, 120:507-571.
6. Young D, Haskell W, Jatulis D, et al. Associations between changes in physical activity and risk factors for coronary heart disease in a community-based sample of men and women: The Stanford Five-City Project 1993;138:4.
7. US Department of Health and Human Services. The Surgeon General's report on nutrition and health, Washington, DC; 1998.
8. McGinnis J., Foege W. Actual causes of death in the United States. JAMA 1993, 270:2207-2212.
9. Knekt P., Reunanen A., Javinen R., et al. Antioxidant vitamin intake and coronary mortality in a longitudinal population study. Am J Epidemiol 1994, 139:1180-1189.
10. Gillman M., Cupples L., Gagnon D., et al. Protective effect of fruits and vegetables on development of stroke in men. JAMA 1995, 273:1113-1117.
11. Gaziano J., Manson J., Branch L., et al. A prospective study of consumption of carotenoids in fruits and vegetables and decreased cardiovascular mortality in the elderly. Ann Epidemiol 1995, 5:255-260.
12. Key T., Thorogood M., Appleby P., et al. Dietary habits and mortality in 11,000 vegetarians and health conscious people: results of a 17 year follow up. BMJ 1996, 313:775-779.
13. Rimm E., Ascherio A., Giovannucci E., et al. Vegetable, fruit, and cereal fiber intake and risk of coronary heart disease among men. JAMA 1996, 275:447-451.
14. Ness A., Powles J. Fruit and vegetables and cardiovascular disease: a review. Int J Epidemiol 1997, 26:1-13.
15. Joshipura K., Ascherio A., Manson J., et al. Fruit and vegetable intake in relation to risk of ischemic stroke. JAMA 1999, 282:1233-1239.
16. Li R., Serdula M., Bland S., et al. Trends in fruit and vegetable consumption among adults in 16 US states: Behavioral Risk Factor Surveillance System, 1990-1996. Am J Public Health 2000, 90:777-781.
17. Krauss R., Eckel R., Howard B., Appel L., Daniels S., Deckelbaum R., et al. AHA Dietary Guidelines: revision 2000: a statement for healthcare professionals from the Nutrition Committee of the American Heart Association. Stroke 2000, 31:2751-2756.
18. Bickmore T., Giorgino T. Health dialog systems for patients and consumers. J Biomed Inform 2006, 39:556-571.
19. Velicer W., Prochaska J., Fava J., Laforge R., Rossi J. Interactive versus noninteractive interventions and dose-response relationships for stage-matched smoking cessation programs in a managed care setting. Health Psychol 1999, 18:21-28.
20. Prochaska J., Marcus B. The Transtheoretical Model: applications to exercise. Advances in exercise adherence 1994, 161-180. Human Kinetics, Champaign (IL). R. Dishman (Ed.).
21. Bandura A. Social foundations of thought and action: a social cognitive theory 1986, Prentice-Hall, Englewood Cliffs (NJ).
22. Miller W., Rollnick S. Motivational Interviewing: preparing people for change 2002, Guilford Press, New York. 2nd ed.
23. Finkelstein J., Friedman R. Potential role of telecommunication technologies in the management of chronic health conditions. Dis Manage Health Out 2000, 8:57-63.
24. Revere D., Dunbar P. Review of computer-generated outpatient health behavior interventions: clinical encounters " in Absentia" J Am Med Inform Assoc 2001, 8:62-79.
25. Corkrey R., Parkinson L. Interactive voice response: review of studies 1989-2000. Behav Res Methods Instrum Comput 2002, 34:342-353.
26. Piette J. Interactive voice response systems in the diagnosis and management of chronic disease. Am J Managed Care 2000, 6:817-827.
27. Friedman R. Automated telephone conversations to asses health behavior and deliver behavioral interventions. J Med Syst 1998, 22:95-102.
28. Vinson C, Bickmore T, Farrell D, Campbell M, Saunders E, Nowak M, et al. Adapting research-tested computerized tailored interventions for implementation in practice. Trans Behav Med: Practice, Policy, Res, in press.
29. National Cancer Institute. Workgroup for computerized tailored interventions, Providence, RI; 2007.
30. Consumer Health Informatics Summit. Workshop on diffusing technology-based health interventions, Potomac, MD; 2009.
31. Musen MA. Modern architectures for intelligent systems: reusable ontologies and problem-solving methods. In: AMIA Symposium; 1998. p. 46-52.
32. Lenert L., Norman G.J., Mailhot M., Patrick K. A framework for modeling health behavior protocols and their linkage to behavioral theory. J Biomed Inform 2005, 38:270-280.
33. US Department of Health and Human Services. Physical activity and health: a report of the Surgeon General. Atlanta (GA): US Department of Health and Human Services, Centers for Disease Control and Prevention, National Center for Chronic Disease Prevention and Health Promotion; 1996.
34. US Department of Health and Human Services. Healthy people 2010: understanding and improving health. Physical activity and fitness, 2nd ed. Washington (DC): US Government Printing Office; 2000.
35. National Center for Chronic Disease Prevention & Health Promotion. BRFSS trends data nationwide grouped by age, for no leisure time physical activity. Centers for Disease Control and Prevention; 2005.
36. Hawkins R.P., Kreuter M., Resnicow K., Fishbein M., Dijkstra A. Understanding tailoring in communicating about health. Health Edu Res 2008, 23:454-466.
37. Noar S.M., Benac C., Harris M. Does tailoring matter? Meta-analytic review of tailored print health behavior change interventions. Psychol Bull 2007, 133:673-693.
38. OWL Web Ontology Language overview. http://www.w3.org/TR/owl-features/.
39. Resource Description Framework (RDF): concepts and abstract syntax. http://www.w3.org/TR/2004/REC-rdf-concepts-20040210/.
40. Task model description (CE TASK 1.0). http://www.ce.org/cea-2018/.
41. Beveridge M., Fox J. Automatic generation of spoken dialogue from medical plans and ontologies. J Biomed Inform 2006, 39.
42. Boxwala A., Peleg M., Tu S., Ogunyemi O., Zeng Q., Wang D., et al. GLIF3: a representation format for sharable computer-interpretable clinical practice guidelines. J Biomed Inform 2004, 37:147-161.
43. Hoekstra R. Ontology representation: design patterns and ontologies that make sense 2009, IOS Press, Amsterdam.
44. van Heijst G., Schreiber A.T., Wielinga B. Using explicit ontologies for KBS development. Int J Human-Comput Stud 1997, 46:183-292.
45. Glanz K., Lewis F., Rimer B. Health behavior and health education: theory, research, and practice 1997, Jossey-Bass, San Francisco (CA).
46. Bickmore T., Gruber A., Picard R. Establishing the computer-patient working alliance in automated health behavior change interventions. Patient Educ Couns 2005, 59:21-30.
47. Bickmore T, Pfeifer L. Relational agents for antipsychotic medication adherence. In: CHI'08 workshop on technology in mental health, Florence, Italy; 2008. p. 1-7.
48. Niles I, Pease A. Towards a standard upper ontology. In: Proceedings of the 2nd international conference of formal ontology in information systems (FOIS-2001), Ogunquit, Maine; 2001.
49. OWL-time home page. http://www.isi.edu/~hobbs/owl-time.html.
50. Protege home page. http://protege.stanford.edu/.
51. Prochaska J., Velicer W. The Transtheoretical Model of health behavior change. Am J Health Promot 1997, 12:38-48.
52. Rich C. Building task-based user interfaces with ANSI/CEA-2018. IEEE Comput 2009, 42:20-27.
53. Bickmore T, Schulman D, Shaw G. DTask & LiteBody: open source, standards-based tools for building web-deployed embodied conversational agents. Intelligent Virtual Agents, Amsterdam, Netherlands; 2009.
54. Bickmore T., Picard R. Establishing and maintaining long-term human-computer relationships. ACM Trans Comput-Human Interact 2005, 12:293-327.
55. Bickmore T, Pfeifer L, Jack BW. Taking the time to care: empowering low health literacy hospital patients with virtual nurse agents. In: Proceedings of the ACM SIGCHI conference on human factors in computing systems (CHI), Boston, MA; 2009.
56. Grosz B, Kraus S. Collaborative plans for group activities. In: Proceedings of the 13th international joint conference on artificial intelligence, Chambery, France; 1993. p. 367-373.
57. Lochbaum K. A collaborative planning model of intentional structure. Comput Linguist 1998, 24:525-572.
58. ECMAScript. http://www.ecmascript.org/.
59. Sacks H., Schegloff E.A., Jefferson G. A simplest systematics for the organization of turn-taking for conversation. Language 1974, 50:696-735.
60. Reiter E., Dale R. Building natural language generation systems 2000, Cambridge University Press, Cambridge.
61. Kopp S, Krenn B, Marsella S, Marshall AN, Pelachaud C, Pirker H, et al. Towards a common framework for multimodal generation: the behavior markup language. Intelligent virtual agent, Marina Del Rey, CA; 2006.
62. Rich C., Sidner C.L., Lesh N. COLLAGEN: applying collaborative discourse theory to human-computer interaction. AI Mag 2001, 22:15-25.
63. Schegloff E.A., Sacks H. Opening up closings. Semiotica 1973, 8:289-327.
64. Farzanfar R., Frishkopf S., Migneault J., Friedman R. Telephone-linked care for physical activity: a qualitative evaluation of the use patterns of an information technology program for patients. J Biomed Inform 2005, 38:220-228.
65. Moyers T.B., Martin T., Manuel J.K., Miller W.R. Assessing competence in the use of motivational interviewing. J Subst Abuse Treat 2005, 28:19-26.
66. Nielsen J. Usability engineering 1993, Morgan Kaufmann, San Francisco.
67. Computational models of health behavior change dialogue. http://relationalagents.com/litebody.html.