Rethinking health: ICT-enabled services to empower people to manage their health

IEEE Reviews in Biomedical Engineering

Volumn 4, Issue , 2011, Pages 119-139

  Honka, Anita ^a   Kaipainen, Kirsikka ^a   Hietala, Henri ^b   Saranummi, Niilo ^a  

^a VTT TECHNICAL RESEARCH CENTRE OF FINLAND   (Finland)

^b AALTO UNIVERSITY   (Finland)

Author keywords

Behavior change support; coproduction of health; ecosystem; health guides; health outreach; personal health systems; personal profile

Indexed keywords

BEHAVIOR CHANGE; CHRONIC DISEASE; CO-PRODUCTION; CORONARY HEART DISEASE; CRITICAL REVIEW; KEY DETERMINANTS; LIFESTYLE-RELATED DISEASE; PERSONAL HEALTH SYSTEMS; PERSONAL PROFILE; PUBLIC HEALTH; SUPPORT SYSTEMS; THEORETICAL FOUNDATIONS; TYPE II;

BEHAVIORAL RESEARCH; DISEASE CONTROL; DISEASES; ECOSYSTEMS; HEALTH; HEALTH CARE; SMOKE ABATEMENT;

INFORMATION TECHNOLOGY;

HEALTH SERVICE; HUMAN; LIFESTYLE; MEDICAL INFORMATICS; METHODOLOGY; MOTIVATION; NON INSULIN DEPENDENT DIABETES MELLITUS; PUBLIC HEALTH; REVIEW;

DIABETES MELLITUS, TYPE 2; HUMANS; LIFE STYLE; MEDICAL INFORMATICS APPLICATIONS; MOTIVATION; PERSONAL HEALTH SERVICES; PUBLIC HEALTH;

EID: 84855964067     PISSN: 19373333     EISSN: None     Source Type: Journal    
DOI: 10.1109/RBME.2011.2174217     Document Type: Article

References (214)

1. European Observatory on Health Systems and PoliciesWHO [Online]. Available: www.euro.who.int/observatory
2. OECD Health [Online]. Available: http://www.oecd.org/topic/0,3373,en- 2649-37407-1-1-1-1-37407,00.html
3. C. M. Christensen, J. H. Grossman, and J. Hwang, The Innovator's Prescription: A Disruptive Solution for Health Care. New York:Mc- Graw-Hill, 2009.
4. M. E. Porter and E. O. Teisberg, Redefining Health Care: Creating Value-Based Competition on Results. Cambridge, MA: Harvard Business School Press, 2006.
5. W. C. Willett, "Balancing life-style and genomics research for disease prevention," Science, vol. 296, pp. 695-698, 2002. (Pubitemid 34441988)
6. F. Sassi and J. Hurst, "The prevention of lifestyle-related chronic diseases," OECD Health Working Papers, Mar. 2008.
7. C. Mathers, G. Stevens, and M. Mascarenhas, Global Health Risks: Mortality and Burden of Disease Attributable to Selected Major Risks. Geneva, Switzerland: World Health Organization, 2009.
8. C. Mathers, T. Boerma, and D. M. Fat, The Global Burden of Disease: 2004 Update. Geneva, Switzerland: World Health Organization, 2008.
9. D. Ariely, Predictably Irrational: The Hidden Forces That Shape Our Decisions. New York: HarperCollins, 2008.
10. R. H. Thaler and C. R. Sunstein, Nudge: Improving Decisions About Health, Wealth, and Happiness. New York: Penguin, 2008.
11. L. K. Bartholomew, G. S. Parcel, G. Kok, and N. H. Gottlieb, Planning Health Promotion Programs: An Intervention Mapping Approach. San Francisco, CA: Jossey-Bass, 2006.
12. R. Bunton and G. Macdonald, Health Promotion: Disciplines, Diversity and Developments. London, U.K.: Routledge, 2004.
13. K. Glanz and D. B. Bishop, "The role of behavioral science theory in development and implementation of public health interventions," Ann. Rev. Public Health, vol. 31, pp. 399-418, 2010.
14. L. W. Green and M. Kreuter, Health Program Planning: An Educational and Ecological Approach. Boston, MA: McGraw-Hill, 2005.
15. S. M. Noar, N. G. Harrington, S. K. V. Van Stee, and R. S. Aldrich, "Tailored health communication to change lifestyle behaviors," Amer. J. Lifestyle Medicine, vol. 5, pp. 112-122, 2011.
16. S. M. Noar, C. N. Benac, and M. S. Harris, "Does tailoring matter? Meta-analytic review of tailored print health behavior change interventions," Psychol. Bull., vol. 133, pp. 673-693, 2007.
17. T. L.Webb, J. Joseph, L. Yardley, and S.Michie, "Using the internet to promote health behavior change: A systematic review and meta-analysis of the impact of theoretical basis, use of behavior change techniques, and mode of delivery on efficacy," J. Med. Internet Res., vol. 12, 2010.
18. L. W. H. Peters, G. Kok, G. T. M. T. Dam, G. J. Buijs, and T. G. W. M. Paulussen, "Effective elements of school health promotion across behavioral domains: A systematic review of reviews," BMC Public Health, vol. 9, 2009.
19. S. Lippke and J. P. Ziegelmann, "Theory-based health behavior change: Developing, testing, and applying theories for evidence-based interventions," Appl. Psychol., vol. 57, pp. 698-716, 2008.
20. B. Verplanken and W. Wood, "Interventions to break and create consumer habits," J. Public Policy Marketing, vol. 25, pp. 90-103, 2006. (Pubitemid 43935647)
21. C. Abraham and S. Michie, "A taxonomy of behavior change techniques used in interventions," Health Psychol., vol. 27, pp. 379-387, 2008. (Pubitemid 352033748)
22. J. J. Prochaska, B. Spring, and C. R. Nigg, "Multiple health behavior change research: An introduction and overview," Prev. Med., vol. 46, pp. 181-188, 2008. (Pubitemid 351305303)
23. N. L. Sin and S. Lyubomirsky, "Enhancing well-being and alleviating depressive symptoms with positive psychology interventions: A practice- friendly meta-analysis," J. Clin. Psychol., vol. 65, pp. 467-487, 2009.
24. E. M. Rogers, Diffusion of Innovations. New York: Free Press, 2003.
25. R. E. Petty, J. Barden, and S. C. Wheeler, "The elaboration likelihood model of persuasion: Health promotions that yield sustained behavioral change," in Emerging Theories in Health Promotion Practice and Research: Strategies for Improving Public Health, R. J. DiClemente, R. A. Crosby, and M. C. Kegler, Eds. San Francisco, CA: Jossey-Bass, 2002, pp. 71-99.
26. M. Siegel and L. D. Lotenberg, Marketing Public Health: Strategies to Promote Social Change. Sudbury, MA: Jones & Bartlett, 2007.
27. R. Gordon, L.McDermott, M. Stead, and K. Angus, "The effectiveness of social marketing interventions for health improvement: What's the evidence?," Public Health, vol. 120, pp. 1133-1139, 2006. (Pubitemid 44817438)
28. W. K. Bickel and R. E. Vuchinich, Reframing Health Behavior Change With Behavioral Economics. Mahwah, NJ: Lawrence Erlbaum, 2000.
29. M. Fishbein,H. C. Triandis, F. H. Kanfer,M. Becker, S. E. Middlestadt, and A. Eichler, "Factors influencing behavior and behavior change," in Handbook of Health Psychology, A. Baum and T. A. Revenson, Eds. Mahwah, NJ: Lawrence Erlbaum, 2001.
30. S. Michie, M. Johnston, C. Abraham, R. Lawton, D. Parker, and A. Walker, "Making psychological theory useful for implementing evidence based practice: A consensus approach," Quality Safety in Health Care, vol. 14, pp. 26-33, 2005. (Pubitemid 40222377)
31. P. Krebs, J. O. Prochaska, and J. S. Rossi, "A meta-analysis of computer- tailored interventions for health behavior change," Prev. Med., vol. 51, pp. 214-221, 2010.
32. M. W. Kreuter and R. J. Wray, "Tailored and targeted health communication: Strategies for enhancing information relevance," Amer. J. Health Behavior, vol. 27, 2003.
33. I. McDowell, Measuring Health: A Guide to Rating Scales and Questionnaires. New York: Oxford Univ. Press, 2006.
34. D. L. Streiner and G. R. Norman, Health Measurement Scales: A Practical Guide to their Development and Use. Oxford, U.K.: Oxford Univ. Press, 2008.
35. S. H. Schwartz, "Universals in the content and structure of values: Theoretical advances and empirical tests in 20 countries," Adv. Experimental Social Psychol., vol. 25, pp. 1-65, 1992.
36. N. Geeroms, W. Verbeke, and P. Van Kenhove, "Consumers' healthrelated motive orientations and ready meal consumption behaviour," Appetite, vol. 51, pp. 704-712, 2008.
37. G. J. Norman, M. F. Zabinski, M. A. Adams, D. E. Rosenberg, A. L. Yaroch, and A. A. Atienza, "A review of eHealth interventions for physical activity and dietary behavior change," Amer. J. Prev. Med., vol. 33, pp. 336-345, 2007.
38. L. M. Neville, B. O'Hara, and A. Milat, "Computer-tailored physical activity behavior change interventions targeting adults: A systematic review," Int. J. Behavioral Nutrition Physical Activity, vol. 6, 2009.
39. T. Bickmore, D. Schulman, and L. Yin, "Maintaining engagement in long-term interventions with relational agents," Appl. Artif. Intell., vol. 24, pp. 648-666, 2010.
40. W. Brouwer, W. Kroeze, R. Crutzen, J. De Nooijer, N. K. De Vries, J. Brug, and A. Oenema, "Which intervention characteristics are related to more exposure to internet-delivered healthy lifestyle promotion interventions? A systematic review," J. Med. Internet Res., vol. 13, 2011.
41. J. P. Fry and R. A. Neff, "Periodic prompts and reminders in health promotion and health behavior interventions: Systematic review," J. Med. Internet Res., vol. 11, 2009.
42. B. Fjeldsoe, M. Neuhaus, E. Winkler, and E. Eakin, "Systematic review of maintenance of behavior change following physical activity and dietary interventions," Health Psychol., vol. 30, pp. 99-109, 2011.
43. T. Baranowski, R. Buday, D. I. Thompson, and J. Baranowski, "Playing for real. Video games and stories for health-related behavior change," Amer. J. Prev. Med., vol. 34, pp. 74-82, 2008.
44. A. K. Przybylski, C. S. Rigby, and R. M. Ryan, "A motivational model of video game engagement," Rev. General Psychol., vol. 14, pp. 154-166, 2010.
45. M. Papastergiou, "Exploring the potential of computer and video games for health and physical education: A literature review," Computers Education, vol. 53, pp. 603-622, 2009.
46. R. Beale and C. Peter, "The role of affect and emotion in HCI," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2008, vol. 4868 LNCS, pp. 1-11.
47. R. W. Picard, "Emotion research by the people, for the people," Emotion Rev., vol. 2, pp. 250-254, 2010.
48. P. Kraft, F. Drozd, and E. Olsen, "EPsychology: Designing theorybased health promotion interventions," Commun. Assoc. Information Syst., vol. 24, pp. 399-426, 2009.
49. J. Mitchell, D. Vella-Brodrick, and B. Klein, "Positive psychology and the internet: A mental health opportunity," E-Journal Appl. Psychol., vol. 6, pp. 30-41, 2010.
50. R. E. Petty and D. T.Wegener, "Attitude change:Multiple roles for persuasion variables," in Handbook of Social Psychology, D. T. Gilbert, S. T. Fiske, and G. Lindzey, Eds., 4th ed. New York: McGraw-Hill, 1998, pp. 323-390.
51. L. Fernandez-Luque, R. Karlsen, and J. Bonander, "Review of extracting information from the social web for health personalization," J. Med. Internet Res., vol. 13, pp. e15-e15, 2011.
52. A. J. Apter, M. K. Paasche-Orlow, J. T. Remillard, I. M. Bennett, E. P. Ben-Joseph, R.M. Batista, J. Hyde, and R. E. Rudd, "Numeracy and communication with patients: They are counting on us," J. General Internal Medicine, vol. 23, pp. 2117-2124, 2008.
53. W. H. DeLone, E. R. McLean, and J. M. I. Syst, "The DeLone and McLean model of information systems success: A ten-year update," J. Manage. Inf. Syst., vol. 19, pp. 9-30, 2003.
54. T. W. Bickmore, L.M. Pfeifer, andM. K. Paasche-Orlow, "Using computer agents to explain medical documents to patients with low health literacy," Patient Educ. Couns., vol. 75, pp. 315-320, 2009.
55. T. Bickmore and A. Gruber, "Relational agents in clinical psychiatry," Harv. Rev. Psychiatry, vol. 18, pp. 119-130, 2010.
56. Health Promotion Glossary. Geneva, Switzerland:World Health Organization, 1998.
57. D. Samoocha, D. J. Bruinvels, N. A. Elbers, J. R. Anema, and A. J. van der Beek, "Effectiveness of web-based interventions on patient empowerment: A systematic review and meta-analysis," J. Med. Internet Res., vol. 12, 2010.
58. E. Boyle, T. M. Connolly, and T. Hainey, "The role of psychology in understanding the impact of computer games," Entertainment Comput. , to be published.
59. G. Elwyn,M. Stiel, M. A. Durand, and J. Boivin, "The design of patient decision support interventions: Addressing the theory-practice gap," J. Eval. Clin. Pract, to be published.
60. J. Pols and I. Moser, "Cold technologies versus warm care? On affective and social relationswith and through care technologies," Alter, vol. 3, pp. 159-178, 2009.
61. E. Aarts and B. De Ruyter, "New research perspectives on ambient intelligence," J. Ambient Intelligence Smart Environments, vol. 1, pp. 5-14, 2009.
62. M. Kaptein, P. Markopoulos, B. de Ruyter, and E. Aarts, "Persuasion in ambient intelligence," J. Ambient Intelligence and Humanized Computing, vol. 1, pp. 43-56, 2010.
63. R. Beale and C. Creed, "Affective interaction: How emotional agents affect users," Int. J. Human Computer Studies, vol. 67, pp. 755-776, 2009.
64. T. W. Bickmore and R.W. Picard, "Establishing and maintaining longterm human-computer relationships," ACM Trans. Comput.-Hum. Interact., vol. 12, pp. 293-327, Jun. 2005. (Pubitemid 43891476)
65. B. H. Marcus, J. T. Ciccolo, and C. N. Sciamanna, "Using electronic/computer interventions to promote physical activity," Brit. J. Sports Med., vol. 43, pp. 102-105, 2009.
66. B. E. Hogan, W. Linden, and B. Najarian, "Social support interventions: Do they work?," Clin. Psychol. Rev., vol. 22, pp. 381-440, 2002. (Pubitemid 34036990)
67. C.Vandelanotte,K.M. Spathonis, E.G. Eakin, and N. Owen, "Websitedelivered physical activity interventions. A review of the literature," Amer. J. Prev. Med., vol. 33, pp. 54-64, 2007. (Pubitemid 46899387)
68. M. Swan, "Emerging patient-driven health care models: An examination of health social networks, consumer personalized medicine and quantified self-tracking," Int. J. Environmental Res. Public Health, vol. 6, pp. 492-525, 2009.
69. A. Barak,M. Boniel-Nissim, and J. Suler, "Fostering empowerment in online support groups," Comput. Hum. Behav., vol. 24, pp. 1867-1883, 2008.
70. P. Wicks, M. Massagli, J. Frost, C. Brownstein, S. Okun, T. Vaughan, R. Bradley, and J. Heywood, "Sharing health data for better outcomes on Patients Like Me," J. Med. Internet Res., vol. 12, 2010.
71. L. K. Brennan and S. Castro, "Exploring new opportunities for evidence-based decision making," Amer. J. Prev. Med., vol. 39, pp. 282-284, 2010.
72. G. Andrews, P. Cuijpers, M. G. Craske, P. McEvoy, and N. Titov, "Computer therapy for the anxiety and depressive disorders is effective, acceptable and practical health care: A meta-analysis," PLoS ONE, vol. 5, 2010.
73. A. Barak, L. Hen, M. Boniel-Nissim, and N. Shapira, "A comprehensive review and a meta-analysis of the effectiveness of internet-based psychotherapeutic interventions," J. Technol. Human Services, vol. 26, pp. 109-160, 2008.
74. M. Gibbons, R. Wilson, L. Samal, C. Lehmann, K. Dickersin, H. Lehmann, H. Aboumatar, J. Finkelstein, E. Shelton, R. Sharma, and E. Bass, "Consumer health informatics: Results of a systematic evidence review and evidence based recommendations," Translational Behavioral Medicine, vol. 1, pp. 72-82, 2011.
75. B. S. Fjeldsoe, A. L. Marshall, and Y. D. Miller, "Behavior change interventions delivered by mobile telephone short-message service," Amer. J. Prev. Med., vol. 36, pp. 165-173, 2009.
76. B. Cugelman, M. Thelwall, and P. Dawes, "Online interventions for social marketing health behavior change campaigns: A meta-analysis of psychological architectures and adherence factors," J. Med. Internet Res., vol. 13, 2011.
77. L. M. Neville, B. O'Hara, and A. J. Milat, "Computer-tailored dietary behaviour change interventions: A systematic review," Health Educ. Res., vol. 24, pp. 699-720, 2009.
78. D. B. Portnoy, L. A. J. Scott-Sheldon, B. T. Johnson, and M. P. Carey, "Computer-delivered interventions for health promotion and behavioral risk reduction:Ameta-analysis of 75 randomized controlled trials, 1988-2007," Prev. Med., vol. 47, pp. 3-16, 2008.
79. J. Proudfoot, B. Klein, A. Barak, P. Carlbring, P. Cuijpers, A. Lange, L. Ritterband, and G. Andersson, "Establishing guidelines for executing and reporting internet intervention research," Cognitive Behaviour Therapy, to be published.
80. H. P. Enwald and M. L. Huotari, "Preventing the obesity epidemic by second generation tailored health communication: An interdisciplinary review," J. Medical Internet Res., vol. 12, 2010.
81. M. L. A. Lustria, J. Cortese, S. M. Noar, and R. L. Glueckauf, "Computer- tailored health interventions delivered over the web: Review and analysis of key components," Patient Educ. Couns., vol. 74, pp. 156-173, 2009.
82. C. Tudor-Locke and L. Lutes, "Why do pedometerswork?: A reflection upon the factors related to successfully increasing physical activity," Sports Medicine, vol. 39, pp. 981-993, 2009.
83. K. Patrick, W. G. Griswold, F. Raab, and S. S. Intille, "Health and the mobile phone," Amer. J. Prev. Med., vol. 35, pp. 177-181, 2008.
84. H. Cole-Lewis and T. Kershaw, "Text messaging as a tool for behavior change in disease prevention and management," Epidemiol. Rev., vol. 32, pp. 56-69, 2010.
85. S. Krishna, S. A. Boren, and E. A. Balas, "Healthcare via cell phones: A systematic review," Telemedicine e-Health, vol. 15, pp. 231-240, 2009.
86. J. Wei, I. Hollin, and S. Kachnowski, "A review of the use of mobile phone text messaging in clinical and healthy behaviour interventions," J. Telemed. Telecare, vol. 17, pp. 41-48, 2011.
87. J. A. Cannon-Bowers, C. Bowers, and K. Procci, "Using video games as educational tools in healthcare," in Computer Games and Instruction, S. Tobias and J. D. Fletcher, Eds. Charlotte, NC: Information Age, 2011, pp. 47-72.
88. P. M. Kato, "Video games in health care: Closing the gap," Rev. Gen. Psychol., vol. 14, pp. 113-121, 2010.
89. T. A. Ceranoglu, "Video games in psychotherapy," Rev. Gen. Psychol., vol. 14, pp. 141-146, 2010.
90. E. Biddiss and J. Irwin, "Active video games to promote physical activity in children and youth: A systematic review," Arch. Pediatrics Adolescent Medicine, vol. 164, pp. 664-672, 2010.
91. S. Guy, A. Ratzki-Leewing, and F. Gwadry-Sridhar, "Moving beyond the stigma: Systematic review of video games and their potential to combat obesity," Int. J. Hypertens., vol. 2011, pp. 179124-179124, 2011.
92. M. H. Van Den Berg, J. W. Schoones, and T. P. M. V. Vlieland, "Internet- based physical activity interventions: A systematic review of the literature," J. Med. Internet Res., vol. 9, 2007.
93. L. Lenert, G. J. Norman, M. Mailhot, and K. Patrick, "A framework for modeling health behavior protocols and their linkage to behavioral theory," J. Biomed. Inform., vol. 38, pp. 270-280, 2005. (Pubitemid 41097404)
94. L. M. Ritterband, F. P. Thorndike, D. J. Cox, B. P. Kovatchev, and L. A. Gonder-Frederick, "A behavior change model for internet interventions," Ann. Behavioral Medicine, vol. 38, pp. 18-27, 2009.
95. S. Consolvo, D. W. McDonald, and J. A. Landay, "Theory-driven design strategies for technologies that support behavior change in everyday life," in Proc. 27th Int. Conf. Human Factors in Computing Systems (CHI '09), 2009, pp. 405-414.
96. D. H. Goh, R. P. Ang, and H. C. Tan, "Strategies for designing effective psychotherapeutic gaming interventions for children and adolescents," Comput. Hum. Behav., vol. 24, pp. 2217-2235, 2008.
97. B. J. Fogg, Persuasive Technology: Using Computers to Change What we Think and do. Boston, MA: Morgan Kaufmann, 2003.
98. H. Oinas-Kukkonen, "Behavior change support systems: A research model and agenda," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2010, vol. 6137 LNCS, pp. 4-14.
99. B. J. Fogg and J. Hreha, "Behavior wizard: A method for matching target behaviors with solutions," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2010, vol. 6137 LNCS, pp. 117-131.
100. D. Lockton, D. Harrison, and N. A. Stanton, "The design with intent method: A design tool for influencing user behaviour," Appl. Ergon., vol. 41, pp. 382-392, 2010.
101. H. Oinas-Kukkonen and M. Harjumaa, "Persuasive systems design: Key issues, process model, and system features," Commun. Assoc. Inform. Syst., vol. 24, pp. 485-500, 2009.
102. W. Riley, D. Rivera, A. Atienza, W. Nilsen, S. Allison, and R. Mermelstein, "Health behavior models in the age of mobile interventions: Are our theories up to the task?," Translational Behavioral Medicine, vol. 1, pp. 53-71, 2011.
103. C.Vinson,T.Bickmore, D. Farrell,M.Campbell, L. An,E.Saunders,M. Nowak, B. Fowler, and A. Shaikh, "Adapting research-tested computerized tailored interventions for broader dissemination and implementation," Translational BehavioralMedicine, vol. 1, pp. 93-102, 2011.
104. T. W. Bickmore, D. Schulman, and C. L. Sidner, "A reusable framework for health counseling dialogue systems based on a behavioral medicine ontology," J. Biomed. Inform., vol. 44, pp. 183-197, 2011.
105. L.M. Collins, S. A. Murphy, and K. L. Bierman, "A conceptual framework for adaptive preventive interventions," Prevention Sci., vol. 5, pp. 185-196, 2004. (Pubitemid 39158492)
106. P. Brusilovsky and E. Millán, "User models for adaptive hypermedia and adaptive educational systems," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2007, vol. 4321 LNCS, pp. 3-53. (Pubitemid 351189193)
107. K. Kim, H. Ahn, and S. Jeong, "Context-aware recommender systems using data mining techniques," Proc. World Acad. Sci., Eng. Technol., vol. 64, pp. 357-362, 2010
108. G. Linden, B. Smith, and J. York, "Amazon.com recommendations: Item-to-item collaborative filtering," IEEE Internet Comput., vol. 7, pp. 76-80, 2003.
109. D. Quercia, J. Ellis, and L. Capra, "Using mobile phones to nurture social networks," IEEE Pervasive Comput., vol. 9, pp. 12-20, 2010.
110. R. Greenlaw, "An activity profile model and dynamic-matching results for social networks regarding wellness applications," in Proc. ECTICON- Int. Conf. Electrical Eng./Electronics, Computer, Telecommun. Inform. Technol., 2010, pp. 656-660.
111. D. Gavalas andM. Kenteris, "A web-based pervasive recommendation system for mobile tourist guides," Personal Ubiquitous Comput., pp. 1-12, 2011.
112. D. Kang, K. Ha, and J. Lee, "A context aware system for personalized services using wearable biological signal sensors," in Proc. Int. Conf. Control, Automation Syst., ICCAS, 2008, pp. 888-891.
113. V. Bellotti, B. Begole, E. H. Chi, N. Ducheneaut, J. Fang, E. Isaacs, T. King, M. W. Newman, K. Partridge, B. Price, P. Rasmussen, M. Roberts, D. J. Schiano, andA.Walendowski, "Activity-based serendipitous recommendations with the magitti mobile leisure guide," in Proc. Conf. Human Factors Comput. Syst., 2008, pp. 1157-1166.
114. H. Roitman, Y. Messika, Y. Tsimerman, and Y. Maman, "Increasing patient safety using explanation-driven personalized content recommendation," in IHI'10-Proc. 1st ACM Int. Health Informatics Symp., 2010, pp. 430-434.
115. S. Davis, S. Abidi, and J. Cox, "Generating personalised cardiovascular risk management educational interventions linking SCORE and behaviour change," J. Inform. Technol. Healthcare, vol. 6, pp. 73-82, 2008. (Pubitemid 351330923)
116. A. Micarelli, F. Gasparetti, F. Sciarrone, and S. Gauch, "Personalized search on theWorldWideWeb," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2007, vol. 4321 LNCS, pp. 193-230.
117. M. J. Pazzani and D. Billsus, "Content-based recommendation systems," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2007, vol. 4321 LNCS, pp. 325-341. (Pubitemid 351189202)
118. C. Hoareau and I. Satoh, "Modeling and processing information for context-aware computing: A survey," New Generation Comput., vol. 27, pp. 177-196, 2009.
119. A. K. Dey, G. D. Abowd, and D. Salber, "A conceptual framework and a toolkit for supporting the rapid prototyping of context-aware applications," Hum. -Comput. Interact., vol. 16, pp. 97-166, 2001. (Pubitemid 34216582)
120. E. Christopoulou and J. Garofalakis, "Enabling the user to setup ubiquitous computing applications based on intelligent context," in CISIS 2010-Proc. 4th Int. Conf. Complex, Intelligent Software Intensive Syst., 2010, pp. 87-92.
121. A. Cawsey, F. Grasso, and C. Paris, "Adaptive information for consumers of healthcare," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2007, vol. 4321 LNCS, pp. 465-484. (Pubitemid 351189207)
122. A. Ozcan and S. G. Oguducu, "A recommendation framework for mobile phones based on social network data," Studies Computational Intell., vol. 295, pp. 139-149, 2010.
123. M. Y. Lim and R. Aylett, "Feel the difference: A guide with attitude!," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2007, vol. 4722 LNCS, pp. 317-330. (Pubitemid 350271496)
124. M. Park, J. Hong, and S. Cho, "Location-based recommendation system using bayesian user's preference model in mobile devices," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2007, vol. 4611 LNCS, pp. 1130-1139.
125. Y. Shi, M. Larson, and A. Hanjalic, "Mining mood-specific movie similarity with matrix factorization for context-aware recommendation," in Proc. ACM Int. Conf. Proc. Ser., 2010, pp. 34-40.
126. L. Wang, X. Meng, Y. Zhang, and Y. Shi, "New approaches to moodbased hybrid collaborative filtering," in Proc. ACM Int. Conf. Proc. Ser., 2010, pp. 28-33.
127. A. Beach, M. Gartrell, X. Xing, R. Han, Q. Lv, S.Mishra, and K. Seada, "Fusing mobile, sensor, and social data to fully enable context-aware computing," in HotMobile 2010: Proc. 11th Workshop Mobile Computing Syst. Applic., 2010, pp. 60-65.
128. K. K. Rachuri, M. Musolesi, C. Mascolo, P. J. Rentfrow, C. Longworth, and A. Aucinas, "EmotionSense: A mobile phones based adaptive platform for experimental social psychology research," in Ubi- Comp'10-Proc. ACM Conf. Ubiquitous Comput., 2010, pp. 281-290.
129. E. Miluzzo, N. D. Lane, K. Fodor, R. Peterson, H. Lu, M. Musolesi, S. B. Eisenman, X. Zheng, and A. T. Campbell, "Sensing meets mobile social networks: The design, implementation and evaluation of the CenceMe application," in Proc. 6th ACM Conf. Embedded Network Sensor Systems (SenSys '08), 2008, pp. 337-350.
130. Y. Wang, J. Lin, M. Annavaram, Q. A. Jacobson, J. Hong, B. Krishnamachari, and N. Sadeh, "A framework of energy efficient mobile sensing for automatic user state recognition," in MobiSys'09-Proc. 7th ACM Int. Conf. Mobile Syst., Applic. Services, 2009, pp. 179-192.
131. H. Lu,W. Pan,N.D. Lane, T. Choudhury, and A. T. Campbell, "Sound- Sense: Scalable sound sensing for people-centric applications on mobile phones," in MobiSys'09-Proc. 7th ACM Int. Conf. Mobile Systems, Applic. Services, 2009, pp. 165-178.
132. R. K. Ganti, S. Srinivasan, and A. Gacic, "Multisensor fusion in smartphones for lifestyle monitoring," in Proc. 2010 Int. Conf. Body Sensor Networks, BSN, 2010, pp. 36-43.
133. S. Boehm, J. Koolwaaij, M. Luther, B. Souville, M. Wagner, and M. Wibbels, "Introducing IYOUIT," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2008, vol. 5318 LNCS, pp. 804-817.
134. H. Zhang, R. Dantu, and J.W.Cangussu, "Socioscope:Human relationship and behavior analysis in social networks," IEEE Trans. Syst.,Man, Cybern. Part A: Syst. Humans, vol. 41, no. 6, pp. 1122-1143, 2011.
135. I. Chronis, A. Madan, andA. Pentland, "SocialCircuits: The art of using mobile phones for modeling personal interactions," in Proc. ACM Int. Conf. Proc. Ser., 2009.
136. A. Madan, M. Cebrian, D. Lazer, and A. Pentland, "Social sensing for epidemiological behavior change," in UbiComp'10-Proc. ACM Conf. Ubiquitous Comput., 2010, pp. 291-300.
137. N. Banerjee, S. Agarwal, P. Bahl, R. Chandra, A. Wolman, and M. Corner, "Virtual compass: Relative positioning to sense mobile social interactions," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2010, vol. 6030 LNCS, pp. 1-21.
138. P. Holleis, M. Wagner, S. Böhm, and J. Koolwaaij, "Studying mobile context-aware social services in the wild," in NordiCHI 2010: Extending Boundaries-Proc. 6th Nordic Conf. Human-Computer Interaction, 2010, pp. 207-216.
139. A. C. Valdez, M. Ziefle, A. Horstmann, D. Herding, and U. Schroeder, "Effects of aging and domain knowledge on usability in small screen devices for diabetes patients," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2009, vol. 5889 LNCS, pp. 366-386.
140. F. Buttussi and L. Chittaro, "MOPET: A context-aware and user-adaptive wearable system for fitness training," Artif. Intell. Med., vol. 42, pp. 153-163, 2008.
141. S. Gauch, M. Speretta, A. Chandramouli, and A. Micarelli, "User profiles for personalized information access," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). NewYork:Springer, 2007, vol. 4321 LNCS, pp. 54-89. (Pubitemid 351189194)
142. M. Baldauf, S. Dustdar, and F. Rosenberg, "A survey on context-aware systems," Int. J. Ad HocUbiquitous Comput., vol. 2, pp. 263-277, 2007. (Pubitemid 47433029)
143. P. Korpipää and J.Mäntyjärvi, "An ontology for mobile device sensorbased context awareness," Lecture Notes in Artificial Intelligence (Subseries of Lecture Notes in Computer Science), vol. 2680, pp. 451-458, 2003. (Pubitemid 36769913)
144. M. Sutterer, O. Droegehorn, and K. David, "UPOS: User profile ontology with situation-dependent preferences support," in Proc. 1st Int. Conf. Advances Computer-Human Interaction, ACHI, 2008, pp. 230-235.
145. G. Adomavicius and A. Tuzhilin, "Context-aware recommender systems," inRecommenderSyst.Handbook,F.Ricci,L.Rokach,B.Shapira, and P.B.Kantor, Eds. NewYork: Springer, 2011, pp. 217-253.
146. L. Buriano, M. Marchetti, F. Carmagnola, F. Cena, C. Gena, and I. Torre, "The role of ontologies in context-aware recommender systems," in Proc. IEEE Int. Conf. Mobile Data Management, 2006.
147. F. Petersen, G. Bartolomeo, M. Pluke, and T. Kovacikova, "Context sensitive personalization utilizing user profiles: Standardization work at European Telecommunications Standards Institute (ETSI)," in Proc. 2nd Int. Conf. Advances Human-Oriented Personalized Mechanisms, Technologies, Services-CENTRIC 2009, 2009, pp. 103-107.
148. P. Nurmi, A. Salden, L. L. Sian, J. Suomela, M. Sutterer, J. Millerat, M.Martin, E. Lagerspetz, and R. Poortinga, "Asystemfor context-dependent user modeling," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2006, vol. 4278, pp. 1894-1903.
149. Personalization of eHealth Systems (Draft) ETSI STF 352 [Online]. Available: http://portal.etsi.org/STFs/STF-HomePages/STF352/STF352.asp
150. G. Adomavicius and A. Tuzhilin, "Toward the next generation of recommender systems: A survey of the state-of-the-art and possible extensions," IEEE Trans. Knowled. Data Eng., vol. 17, pp. 734-749, 2005. (Pubitemid 40860454)
151. B. Smyth, "Case-based recommendation," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). NewYork:Springer, 2007, vol. 4321 LNCS, pp. 342-376. (Pubitemid 351189203)
152. J. B. Schafer, D. Frankowski, J. Herlocker, and S. Sen, "Collaborative filtering recommender systems," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2007, vol. 4321 LNCS, pp. 291-324. (Pubitemid 351189201)
153. S. E. Hudson, J. Fogarty, C. G. Atkeson, D. Avrahami, J. Forlizzi, S. Kiesler, J. C. Lee, and J. Yang, "Predicting human interruptibility with sensors: AWizard of Oz feasibility study," in Proc. Conf. Human Factors Comput. Syst., 2003, pp. 257-264.
154. E. Horvitz and J. Apacible, "Learning and reasoning about interruption," in ICMI'03: Proc. Fifth Int. Conf. Multimodal Interfaces, 2003, pp. 20-27. (Pubitemid 40681846)
155. N. Kern and B. Schiele, "Context-aware notification for wearable computing," in Proc. Int. Symp. Wearable Computers, 2003, pp. 223-230.
156. J. Ho and S. S. Intille, "Using context-aware computing to reduce the perceived burden of interruptions from mobile devices," in Proc. Conf. Human Factors in Computing Systems, 2005, pp. 909-918. (Pubitemid 41809126)
157. R. W. Picard and K. K. Liu, "Relative subjective count and assessment of interruptive technologies applied to mobile monitoring of stress," Int. J. Human Computer Studies, vol. 65, pp. 361-375, 2007. (Pubitemid 46216841)
158. P. Kaushik, S. S. Intille, and K. Larson, "User-adaptive reminders for home-based medical tasks: A case study," Methods Inf. Med., vol. 47, pp. 203-207, 2008. (Pubitemid 351728007)
159. D. Siewiorek, A. Smailagic, J. Furukawa, A. Krause, N. Moraveji, K. Reiger, J. Shaffer, and F. L. Wong, "SenSay: A context-aware mobile phone," in Proc. Int. Symp. Wearable Computers, ISWC, 2003, pp. 248-249.
160. B. P. Bailey and S. T. Iqbal, "Understanding changes in mental workload during execution of goal-directed tasks and its application for interruption management," ACM Trans. Computer-Human Interaction, vol. 14, 2008.
161. J. E. Fischer, N. Yee, V. Bellotti, N. Good, S. Benford, and C. Greenhalgh, "Effects of content and time of delivery on receptivity to mobile interruptions," in ACM Int. Conf. Proc. Ser., 2010, pp. 103-112.
162. T. Selker, "Understanding considerate systems-UCS (Pronounced:You
163. M. Morris and F. Guilak, "Mobile heart health: Project highlight," IEEE Pervasive Comput., vol. 8, pp. 57-61, 2009.
164. M.E.Morris,Q. Kathawala, T. K.Leen, E. E. Gorenstein,F.Guilak,M. Labhard, and W. Deleeuw, "Mobile therapy: Case study evaluations of a cell phone application for emotional self-awareness," J. Med. Internet Res., vol. 12, 2010.
165. P. Yang, J. Chiang, J. Liu, Y.Wen, and K. Chuang, "An efficient cloud for wellness self-management devices and services," in Proc. 4th Int. Conf. Genetic Evolutionary Computing, ICGEC, 2010, pp. 767-770.
166. J. Nawyn, S. S. Intille, and K. Larson, "Embedding behavior modification strategies into a consumer electronic device: A case study," in Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). New York: Springer, 2006, vol. 4206 LNCS, pp. 297-314. (Pubitemid 44618979)
167. E. Miluzzo, C. T. Cornelius, A. Ramaswamy, T. Choudhury, Z. Liu, and A. T. Campbell, "Darwin phones: The evolution of sensing and inference on mobile phones," in MobiSys'10-Proc. 8th Int. Conf. Mobile Systems, Applicat. Services, 2010, pp. 5-20.
168. D. Choujaa and N. Dulay, "Predicting human behaviour from selected mobile phone data points," in UbiComp'10-Proc. ACM Conf. Ubiquitous Comput., 2010, pp. 105-108.
169. S. L. Vargo and R. F. Lusch, "Evolving to a new dominant logic for marketing," J. Marketing, vol. 68, pp. 1-17, 2004. (Pubitemid 38411271)
170. C. Baden-Fuller and M. S. Morgan, "Business models as models," Long Range Planning, vol. 43, pp. 156-171, 2010.
171. S. L. Vargo and R. F. Lusch, "It's all B2B⋯ and beyond: Toward a systems perspective of the market," Indust. Marketing Manage., vol. 40, pp. 181-187, 2011.
172. D. C. North, "Economic performance through time," Amer. Econ. Rev., vol. 84, pp. 359-368, 1994.
173. V. A. Zeithaml, "Consumer perceptions of price, quality, and value: A means-end model and synthesis of evidence," J. Marketing, vol. 52, pp. 2-22, Jul. 1988.
174. S. L. Vargo and R. F. Lusch, "Service-dominant logic: Continuing the evolution," J. Acad. Marketing Sci., vol. 36, pp. 1-10, 2008.
175. S. L. Vargo, P. P. Maglio, and M. A. Akaka, "On value and value co-creation: A service systems and service logic perspective," Eur. Manage. J., vol. 26, pp. 145-152, 2008.
176. R. M. Anderson andM.M. Funnell, "Patient empowerment: Myths and misconceptions," Patient Educ. Couns., vol. 79, pp. 277-282, 2010.
177. R. F. Lusch and S. L. Vargo, The Service-Dominant Logic of Marketing: Dialog, Debate, and Directions. Armonk, NY: Sharpe Inc., 2006.
178. P. F. Drucker, Managing for Results. London, U.K.: Pan Books, 1967.
179. C. K. Prahalad and V. Ramaswamy, "Co-creating unique value with customers," Strategy Leadership, vol. 32, pp. 4-9, 2004.
180. C. K. Prahalad and M. S. Krishnan, The New Age of Innovation: Driving Cocreated Value Through Global Networks. New York: McGraw-Hill, 2008.
181. M. E. Porter, Competitive Advantage: Creating and Sustainaing Superior Performance. New York: Free Press, 1985.
182. A. M. Brandenburger and H. W. Stuart, Jr, "Value-based business strategy," J. Econom. Manage. Strategy, vol. 5, pp. 5-24, 1996.
183. S. L. Vargo and R. F. Lusch, "From goods to service(s): Divergences and convergences of logics," Indust. Marketing Manage., vol. 37, pp. 254-259, 2008.
184. C. Grönroos, "Service logic revisited: Who creates value? And who co-creates?," Eur. Bus. Rev., vol. 20, pp. 298-314, 2008.
185. F. Abadie, C. C. M. van Lieshout, C. Pascu, P. Baum, A. Hoikkanen, J. Valverde, and I. Maghiros, "Strategic intelligence monitor on personal health systems (SIMPHS): Market structure and innovation dynamics," Eur. Commission Joint Res. Centre Inst. Prospective Technological Studies, 2011.
186. J. Magretta, "Why business models matter," Harv. Bus. Rev., vol. 80, pp. 86-93, 2002.
187. G. Pohle and M. Chapman, "IBM's global CEO report 2006: Business model innovation matters," Strategy Leadership, vol. 34, pp. 34-40, 2006. (Pubitemid 44314549)
188. S. M. Shafer, H. J. Smith, and J. C. Linder, "The power of business models," Bus. Horiz., vol. 48, pp. 199-207, May 2005. (Pubitemid 40553684)
189. A. Afuah and C. L. Tucci, Internet Bus. Models Strategies. Boston, MA: McGraw-Hill, Irwin, 2001.
190. H. Chesbrough and R. S. Rosenbloom, "The role of the business model in capturing value from innovation: Evidence from Xerox Corporation's technology spin-off companies," Indust. Corporate Change, vol. 11, pp. 529-555, 2002. (Pubitemid 34703901)
191. A. Osterwalder and Y. Pigneur, Business Model Generation. Hoboken, NJ: Wiley, 2009.
192. J. Linder and S. Cantrell, Changing Business Models. Chicago, IL: Inst. Strategic Change Accenture, 2000.
193. A. Osterwalder, Y. Pigneur, and C. L. Tucci, "Clarifying business models: Origins, present, and future of the concept," Commun. Assoc. Inform. Syst., vol. 16, pp. 1-25, 2005.
194. S. Nenonen and K. Storbacka, "Business model design: Conceptualizing networked value co-creation," Int. J. Quality Service Sci., vol. 2, pp. 43-59, 2010.
195. R. Carroll, R. Cnossen, M. Schnell, and D. Simons, "Continua: An interoperable personal healthcare ecosystem," IEEE Pervasive Comput., vol. 6, pp. 90-94, 2007. (Pubitemid 47594400)
196. J. F. Moore, "Predators and prey: A new ecology of competition," Harv. Bus. Rev., vol. 71, pp. 75-86, 1993.
197. R. Normann and R. Ramírez, "From value chain to value constellation: Designing interactive strategy," Harv. Bus. Rev., vol. 71, pp. 65-77, Jul. 1993.
198. P. P. Maglio and J. Spohrer, "Fundamentals of service science," J. Acad. Marketing Sci., vol. 36, pp. 18-20, Jul. 2007.
199. K. Möller and A. Rajala, "Rise of strategic nets-New modes of value creation," Indust.Marketing Manage., vol. 36, pp. 895-908, Oct. 2007.
200. K. Storbacka and S. Nenonen, "Scripting markets: From value propositions to market propositions," Indust. Marketing Manage., vol. 40, pp. 255-266, Feb. 2011.
201. R. Casadesus-Masanell and J. E. Ricart, "From strategy to business models and onto tactics," Long Range Plann., vol. 43, pp. 195-215, 2010.
202. R. S. Achrol, "Changes in the theory of interorganizational relations in marketing: Toward a network paradigm," J. Acad. Marketing Sci., vol. 25, pp. 56-56, 1996.
203. H. W. Chesbrough, Open Business Models: How to Thrive in the New Innovation Landscape. Cambridge, MA: Harvard Business Press, 2007.
204. C. K. Prahalad and G. Hamel, "The core competence of the organization," Harv. Bus. Rev., vol. 68, pp. 79-91, 1990.
205. M. Granovetter, "Economic action and social structure: The problem of embeddedness," Amer. J. Sociol., vol. 91, pp. 481-510, Nov. 1985.
206. D. C. North, Institutions, Institutional Change and Economic Performance. New York: Cambridge Univ. Press, 1990.
207. D. C. North, "Institutions," J. Economic Perspectives, vol. 5, pp. 97-112, 1991.
208. J. H. Dyer and H. Singh, "The relational view: Cooperative strategy and sources of interorganizational competitive advantage," Acad. Manage. Rev., vol. 23, pp. 660-679, Oct. 1998.
209. W. R. Scott, Institutional Change and Healthcare Organizations: From Professional Dominance to Managed Care. Chicago, IL: Univ. Chicago Press, 2000.
210. E. M. Immergut, "Institutions, veto points, and policy results: A comparative analysis of health care," J. Public Policy, vol. 10, pp. 391-416, 1990.
211. Institute of Medicine, Crossing the Quality Chasm: A New Health System for the 21st Century. Washington, DC: National Academy Press, 2001.
212. R. R. Alford, "The political economy of health care: Dynamics without change," Politics Soc., vol. 2, pp. 127-164, 1972.
213. R. Greenwood and C. R. Hinings, "Understanding radical organizational change: Bringing together the old and the new institutionalism," Acad. Manage. Rev., vol. 21, pp. 1022-1054, 1996.
214. J. M.McGinnis, P.Williams-Russo, and J. R. Knickman, "The case for more active policy attention to health promotion," Health Aff., vol. 21, pp. 78-93, Mar. 2002.