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Supporting Chronic Disease
Management in a Virtual
Environment: The Lessons
Learned from a Diabetes
Program at Duke University
Constance M. Johnson, PhD, MS, FAAN
Associate Professor
Randy Brown
VP, Director Virtual Heroes Division
Diabetes Prevalence 2010
http://www.altfutures.com/diabetes2025/
Diabetes Prevalence 2025
http://www.altfutures.com/diabetes2025/
Diabetes
• Metabolic control reduces morbidity
& mortality
(DCCT, Diabetes Control and Complications Trial: The effect of
intensive treatment of diabetes on the development and progression of
long-term complications in insulin-dependent diabetes mellitus.
New England Journal of Medicine, 1993. 329: p. 977-986)
• Individuals with T2DM provide 99% of their own
care (Funnell, M.M. and R.M. Anderson, Patient empowerment: a look back, a look ahead.
Diabetes Educ, 2003. 29(3): p. 454-8.)
– Self-management (diet, exercise, glucose testing,
etc.)
Diabetes Self-Management Internet
Interventions
• Potential for cost-effective Internet interventions
– Not produced large effects on behavioral and
metabolic outcomes (Jackson, C.L., et al., A systematic review of interactive
computer-assisted technology in diabetes care. Interactive information technology in
diabetes care. J Gen Intern Med, 2006. 21(2): p. 105-10.; Yu, et al., Systematic review and
evaluation of web-accessible tools for management of diabetes and related cardiovascular
risk factors by patients and healthcare providers. J Am Med Inform Assoc. 2012 Jul-
Aug;19(4):514-22. doi: 10.1136/amiajnl-2011-000307.)
– Most Internet interventions are “flat” with
asynchronous communication
– Lack of usability, real-time feedback, and theoretical
foundation with comprehensive evaluation (El-Gayar, et al., A
systematic review of IT for diabetes self-management: are we there yet? Int J Med Inform.
2013 Aug;82(8):637-52. doi: 10.1016/j.ijmedinf.2013.05.006.)
Johnson, C., et al. (2014). International Journal of Virtual Communities and Social Networking ,5(3), 68-80, July-September2014.
Funded by the National Library of Medicine: 1 R21 LM010727-01
Second Life Impacts Diabetes Education and Self-Management
SLIDES Aims
• Primary aim: To assess its feasibility and
acceptability
• Secondary aim: To determine the preliminary
effects of participation in the SLIDES
intervention on:
– (1) metabolic control (HbA1c levels, blood pressure
and body mass index)
– (2) potential psychosocial mediating variables
Study Sample
• Participants with Type 2 Diabetes
• 21 - 75 years old
• Computer and Internet literate
• No severe diabetes related complications
or late stage chronic disease
Multidimensional Data
• Quantitative data
– Movement, interactions with objects & other
participants, proxemics
– Time spent in the site, frequency of log-ins
– Survey data – knowledge, self-management
behaviors, self-efficacy, perceived support
• Qualitative data
– Observational data, voice, text, email, forum, focus
groups
• Visual data
– Photos and videos
DCCT, NEJM, 1993, 329:977-986. – Diabetes Knowledge Scale
Barrera, M., Jr., et al., Am J Community Psychol, 2002. 30(5): p. 637-54 - Diabetes Support Scale
McCaul, K., R. Glasgow, and L. Schafer, Medical Care, 1987. 25(9): p. 868-881 – Outcome Expectancies Questionnaire
Toobert, D.J., S.E. Hampson, and R.E. Glasgow, Diabetes Care, 2000. 23(7): p. 943-50 – Summary of Diabetes Self-Care Activities
Over 200 Interactive Grocery Items
Nutritional
information
on each
grocery item
Immediate Feedback on Items Chosen
Results
Johnson, C., et al. (2014). JMIR Res Protoc 2014;3(2):e23)
2.3%
2.5%
3.2%
5.6%
3.5%
3.5%
9.0%
5.0%
48.6%
16.8%
Social Center
Gym
Grocery
Pharmacy
Clothing
Classroom
Orientation
Bookstore
Restaurant
Places Participants Visited in the Virtual
Community
T-Tests for comparison of means
Social Support Healthy Diet Foot Care
0
1
2
3
4
5
6
7
Behavioral Outcomes
Baseline
3 Months
6 Months
ScoreorDaysPerWeek
*p=0.020
*p=0.036
*p=0.001
Barrera, M., Jr., et al., Am J Community Psychol, 2002. 30(5): p. 637-54 - Diabetes Support Scale
McCaul, K., R. Glasgow, and L. Schafer, Medical Care, 1987. 25(9): p. 868-881 – Outcome Expectancies Questionnaire
Toobert, D.J., S.E. Hampson, and R.E. Glasgow, Diabetes Care, 2000. 23(7): p. 943-50 – Summary of Diabetes Self-Care Activities
Metabolic Outcomes
Baseline
(mean + SD)
3 Months
(mean + SD)
6 Months
(mean + SD)
Weight (lbs) 217.5 + 45.1 215.6 + 45.7 208.5 + 43.8
BMI (kg/m2 ) 37.4 + 7.8 37.2 + 8.2 36.15 + 8.3
Systolic BP
(mmHg)
131 + 13.0 130 + 14.5 130 + 10.5
Diastolic BP
(mmHg)
75 + 10.8 75 + 11.2 78 + 9.4
HbA1c (%) 7.6 + 1.3 7.1 + 1.2 6.9 + 1.3
Johnson, C., et al. (2014). Feasibility and preliminary effects of a virtual environment for adults with type 2 diabetes: Pilot study.
JMIR Res Protoc 2014;3(2):e23)
Discussion
• Allows experiential learning
• Synchronous communication – people feel
like they are really there
• Shown to be a feasible and useful platform
for patients and educators/clinicians
• Scalability – multiple, geographically
widespread users assisted by relatively
few educators/professionals
• Social interaction is making the
difference
Diabetes Self-Management & Support
LIVE (Learning in Virtual Environments)
Funded by the NHLBI - 1 R01 HL118189-01
Applied Research Associates
Study data collected and managed using REDCap
Purpose of the Study
To determine whether participation in LIVE
which incorporates real-time diabetes self-
management training and support will be
associated with positive changes in health
behaviors and metabolic outcomes in adults
with T2D as compared to traditional
education and support in a website
Vorderstrasse, A, ….Johnson . (2105). Nursing Research November/December, 64(6):485-494
Design
• Multi-site RCT with longitudinal repeated
measures design
• 220 participants
– 110 randomized to LIVE
– 110 randomized to Control group - website
• Determine effects on diet, physical activity,
self-efficacy, diabetes knowledge, social
support, HbA1c, BP, BMI, lipid panels, waist
circumference at baseline, 3, 6, 12, and 18
months
Design
• First three months
– Diabetes education classes twice per week
– Participants to log-in twice per week & use Fitbit
– Surveys at baseline and three months
• Last nine months
– Diabetes education classes twice per week
– Participants to log-in at will & use Fitbit
– Surveys at six and twelve months
• 18 month follow-up surveys
Attrition
Dynamic Content
Social Interaction
Gamification
Personalization
LIVE Site
Bookstore
Personalization
Social Interaction
Gamification
• Include rewards for achievement
– Potential to produce behavior change
• Skill Points
– Assigned to specific activities
– Assign points to using Fitbit
• Redeemable Points
– Clothing
– Play games
Zichermann, Cunningham, Gamification by Design
Scenarios
Badges/Scores/Tickets/Rank
Badge and Name
Encouraging Participants to Use Fitbit
Leaderboards
Results To Date
Control (n = 84) LIVE (n = 73)
White Some College $50 - 69K
0
10
20
30
40
50
60
70
80
90
100
58 56
29
46
25
41
55 52
30
34
20
25
LIVE
Control
Average Duration of Diabetes = 10.9 years
Average Age = 58.5 years old
Conclusion
• Usability – site is easy to use
– Learnability, memorability, satisfaction
• Engagement
– Dynamic content
– Gamification
– Social interaction
• Personalization
– Relate to their avatar
www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary
INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS
Virtual Heroes Division of ARA

Game Studio founded in 2004

Located in Raleigh NC and Orlando FL

Acquired by ARA in 2009
www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary
INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS
Virtual Worlds, Simulations, Serious Games
• We create content via these technologies:
• PC/Mac through downloads
• Streaming to a Browser (HTML5/Plug-ins)
• Mobile Devices
• Cloud-based platforms
• We create:
• Individual, self-paced learning
• Instructor-facilitated team training
• 24/7/365 open virtual worlds
www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary
INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS
Diabetes LIVE Virtual World Access
www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary
INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS
Key Reusable Platform Elements

Data-Driven Platform (Duke Nursing databases)

Full local infrastructure control (Duke servers)

Customized/Simplified user interfaces

Duke Instructor-led in-world educational sessions

Scriptable Quests with Quest Generator interface on-line

Significant back-end statistics tracking and analytics

Fully recorded 3D in-world information/training sessions

Awards/Gamification system is also data-driven
www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary
INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS
Diabetes LIVE Virtual World Districts
Lobby
Reflection
Garden
Plaza
Food
Court
www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary
INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS
Diabetes LIVE In-World Discussions
www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary
INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS
Diabetes LIVE Virtual World Demo
www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary
INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS
Questions?
Constance M. Johnson, PhD, FAAN
Associate Professor
O: 919.684.9332
M: 832-444-9370
Constance.johnson@duke.edu
Randy Brown
VP, Director Virtual Heroes Division
O: 919.747.7603
M: 919.593.0928
Rbrown@ara.com

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Constance Johnson & Randy Brown - Supporting Chronic Disease Management in a Virtual Environment: The Lessons Learned from a Diabetes Program at Duke University

  • 1. Supporting Chronic Disease Management in a Virtual Environment: The Lessons Learned from a Diabetes Program at Duke University Constance M. Johnson, PhD, MS, FAAN Associate Professor Randy Brown VP, Director Virtual Heroes Division
  • 4. Diabetes • Metabolic control reduces morbidity & mortality (DCCT, Diabetes Control and Complications Trial: The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitus. New England Journal of Medicine, 1993. 329: p. 977-986) • Individuals with T2DM provide 99% of their own care (Funnell, M.M. and R.M. Anderson, Patient empowerment: a look back, a look ahead. Diabetes Educ, 2003. 29(3): p. 454-8.) – Self-management (diet, exercise, glucose testing, etc.)
  • 5. Diabetes Self-Management Internet Interventions • Potential for cost-effective Internet interventions – Not produced large effects on behavioral and metabolic outcomes (Jackson, C.L., et al., A systematic review of interactive computer-assisted technology in diabetes care. Interactive information technology in diabetes care. J Gen Intern Med, 2006. 21(2): p. 105-10.; Yu, et al., Systematic review and evaluation of web-accessible tools for management of diabetes and related cardiovascular risk factors by patients and healthcare providers. J Am Med Inform Assoc. 2012 Jul- Aug;19(4):514-22. doi: 10.1136/amiajnl-2011-000307.) – Most Internet interventions are “flat” with asynchronous communication – Lack of usability, real-time feedback, and theoretical foundation with comprehensive evaluation (El-Gayar, et al., A systematic review of IT for diabetes self-management: are we there yet? Int J Med Inform. 2013 Aug;82(8):637-52. doi: 10.1016/j.ijmedinf.2013.05.006.)
  • 6. Johnson, C., et al. (2014). International Journal of Virtual Communities and Social Networking ,5(3), 68-80, July-September2014. Funded by the National Library of Medicine: 1 R21 LM010727-01 Second Life Impacts Diabetes Education and Self-Management
  • 7. SLIDES Aims • Primary aim: To assess its feasibility and acceptability • Secondary aim: To determine the preliminary effects of participation in the SLIDES intervention on: – (1) metabolic control (HbA1c levels, blood pressure and body mass index) – (2) potential psychosocial mediating variables
  • 8. Study Sample • Participants with Type 2 Diabetes • 21 - 75 years old • Computer and Internet literate • No severe diabetes related complications or late stage chronic disease
  • 9. Multidimensional Data • Quantitative data – Movement, interactions with objects & other participants, proxemics – Time spent in the site, frequency of log-ins – Survey data – knowledge, self-management behaviors, self-efficacy, perceived support • Qualitative data – Observational data, voice, text, email, forum, focus groups • Visual data – Photos and videos DCCT, NEJM, 1993, 329:977-986. – Diabetes Knowledge Scale Barrera, M., Jr., et al., Am J Community Psychol, 2002. 30(5): p. 637-54 - Diabetes Support Scale McCaul, K., R. Glasgow, and L. Schafer, Medical Care, 1987. 25(9): p. 868-881 – Outcome Expectancies Questionnaire Toobert, D.J., S.E. Hampson, and R.E. Glasgow, Diabetes Care, 2000. 23(7): p. 943-50 – Summary of Diabetes Self-Care Activities
  • 10. Over 200 Interactive Grocery Items
  • 12. Immediate Feedback on Items Chosen
  • 13. Results Johnson, C., et al. (2014). JMIR Res Protoc 2014;3(2):e23)
  • 15. T-Tests for comparison of means Social Support Healthy Diet Foot Care 0 1 2 3 4 5 6 7 Behavioral Outcomes Baseline 3 Months 6 Months ScoreorDaysPerWeek *p=0.020 *p=0.036 *p=0.001 Barrera, M., Jr., et al., Am J Community Psychol, 2002. 30(5): p. 637-54 - Diabetes Support Scale McCaul, K., R. Glasgow, and L. Schafer, Medical Care, 1987. 25(9): p. 868-881 – Outcome Expectancies Questionnaire Toobert, D.J., S.E. Hampson, and R.E. Glasgow, Diabetes Care, 2000. 23(7): p. 943-50 – Summary of Diabetes Self-Care Activities
  • 16. Metabolic Outcomes Baseline (mean + SD) 3 Months (mean + SD) 6 Months (mean + SD) Weight (lbs) 217.5 + 45.1 215.6 + 45.7 208.5 + 43.8 BMI (kg/m2 ) 37.4 + 7.8 37.2 + 8.2 36.15 + 8.3 Systolic BP (mmHg) 131 + 13.0 130 + 14.5 130 + 10.5 Diastolic BP (mmHg) 75 + 10.8 75 + 11.2 78 + 9.4 HbA1c (%) 7.6 + 1.3 7.1 + 1.2 6.9 + 1.3 Johnson, C., et al. (2014). Feasibility and preliminary effects of a virtual environment for adults with type 2 diabetes: Pilot study. JMIR Res Protoc 2014;3(2):e23)
  • 17. Discussion • Allows experiential learning • Synchronous communication – people feel like they are really there • Shown to be a feasible and useful platform for patients and educators/clinicians • Scalability – multiple, geographically widespread users assisted by relatively few educators/professionals • Social interaction is making the difference
  • 18. Diabetes Self-Management & Support LIVE (Learning in Virtual Environments) Funded by the NHLBI - 1 R01 HL118189-01 Applied Research Associates Study data collected and managed using REDCap
  • 19. Purpose of the Study To determine whether participation in LIVE which incorporates real-time diabetes self- management training and support will be associated with positive changes in health behaviors and metabolic outcomes in adults with T2D as compared to traditional education and support in a website Vorderstrasse, A, ….Johnson . (2105). Nursing Research November/December, 64(6):485-494
  • 20. Design • Multi-site RCT with longitudinal repeated measures design • 220 participants – 110 randomized to LIVE – 110 randomized to Control group - website • Determine effects on diet, physical activity, self-efficacy, diabetes knowledge, social support, HbA1c, BP, BMI, lipid panels, waist circumference at baseline, 3, 6, 12, and 18 months
  • 21. Design • First three months – Diabetes education classes twice per week – Participants to log-in twice per week & use Fitbit – Surveys at baseline and three months • Last nine months – Diabetes education classes twice per week – Participants to log-in at will & use Fitbit – Surveys at six and twelve months • 18 month follow-up surveys
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  • 39. Gamification • Include rewards for achievement – Potential to produce behavior change • Skill Points – Assigned to specific activities – Assign points to using Fitbit • Redeemable Points – Clothing – Play games Zichermann, Cunningham, Gamification by Design
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  • 56. Control (n = 84) LIVE (n = 73) White Some College $50 - 69K 0 10 20 30 40 50 60 70 80 90 100 58 56 29 46 25 41 55 52 30 34 20 25 LIVE Control Average Duration of Diabetes = 10.9 years Average Age = 58.5 years old
  • 57. Conclusion • Usability – site is easy to use – Learnability, memorability, satisfaction • Engagement – Dynamic content – Gamification – Social interaction • Personalization – Relate to their avatar
  • 58. www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS Virtual Heroes Division of ARA  Game Studio founded in 2004  Located in Raleigh NC and Orlando FL  Acquired by ARA in 2009
  • 59. www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS Virtual Worlds, Simulations, Serious Games • We create content via these technologies: • PC/Mac through downloads • Streaming to a Browser (HTML5/Plug-ins) • Mobile Devices • Cloud-based platforms • We create: • Individual, self-paced learning • Instructor-facilitated team training • 24/7/365 open virtual worlds
  • 60. www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS Diabetes LIVE Virtual World Access
  • 61. www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS Key Reusable Platform Elements  Data-Driven Platform (Duke Nursing databases)  Full local infrastructure control (Duke servers)  Customized/Simplified user interfaces  Duke Instructor-led in-world educational sessions  Scriptable Quests with Quest Generator interface on-line  Significant back-end statistics tracking and analytics  Fully recorded 3D in-world information/training sessions  Awards/Gamification system is also data-driven
  • 62. www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS Diabetes LIVE Virtual World Districts Lobby Reflection Garden Plaza Food Court
  • 63. www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS Diabetes LIVE In-World Discussions
  • 64. www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS Diabetes LIVE Virtual World Demo
  • 65. www.ara.com © 2016 Applied Research Associates, Inc. ARA Proprietary INNOVATIVE SOLUTIONS TO COMPLEX PROBLEMS Questions? Constance M. Johnson, PhD, FAAN Associate Professor O: 919.684.9332 M: 832-444-9370 Constance.johnson@duke.edu Randy Brown VP, Director Virtual Heroes Division O: 919.747.7603 M: 919.593.0928 Rbrown@ara.com

Editor's Notes

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  2. With more than 23 million people in the US affected by diabetes…. <number>
  3. and an ever increasing number projected to have diabetes by the year 2025, we are facing not only the clinical care of record numbers of patients but also the challenge of providing education and support to them for self-management of their diabetes. <number>
  4. We know that metabolic control of diabetes reduces associated morbidity and mortality ; yet it remains the 7th leading cause of death in the US. Patients face a large challenge as they self-manage about 99% of their own care on a daily basis. <number>
  5. Self-management interventions have demonstrated improvements in diabetes knowledge, self-management behaviors and metabolic control, primarily short-term effects. We know that more frequent patient-provider interactions also result in positive short-term outcomes; yet they are costly and not sustainable. Given the increasing access to the Internet, and its potential to reach many, this has begun to be explored as an avenue for diabetes education and support. However, internet diabetes interventions to date have not resulted in large effects on outcomes and many of the interventions are flat and utilize aysnchronous modes of communication. <number>
  6. Real time computer-generated 3D representations of a contrived or natural environment running over the Internet Realism is perceived through sensory information Users perceive “being there - presence Users are represented as avatars that can mimic human behaviors Communicate through voice or text chat Navigate by walking, running, teleporting <number>
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