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How Wearable Technology has Revolutionized Health Research 1How Wearable Technology has Revolutionized Health Research 1
How Wearable Technology has Revolutionized Health Research 2How Wearable Technology has Revolutionized Health Research 2
HOW WEARABLE TECHNOLOGY HAS
REVOLUTIONIZED HEALTH RESEARCH
Aaron Coleman, Founder & CEO, Fitabase
June 9, 2016
How Wearable Technology has Revolutionized Health Research 3How Wearable Technology has Revolutionized Health Research 3
How Wearable Technology has Revolutionized Health Research 4How Wearable Technology has Revolutionized Health Research 4
How Wearable Technology has Revolutionized Health Research 5How Wearable Technology has Revolutionized Health Research 5
Wearable technology represents a
meaningful and critical new way to
measure, track, and engage with
research participants
How Wearable Technology has Revolutionized Health Research 6How Wearable Technology has Revolutionized Health Research 6
Hi, I’m Aaron
Obama
Technology
Field Team
S.M.A.R.T
Study
Center for
Wireless &
Population
Health
Systems
UCSD
Founded
Fitabase
Partnered w
Fitbit
1st Customer
3 months later
2008	 2009	 2012	
Bootstrapped
to profitability,
proving robust
platform with
good
validation
papers in
literature.
2014	
Still at it.
Learning from
research
community
and building
next gen data
tools.
2016
How Wearable Technology has Revolutionized Health Research 7How Wearable Technology has Revolutionized Health Research 7
1,900,000,000+ 
Minutes of Fitbit Data Collected
150+
Research Projects
How Wearable Technology has Revolutionized Health Research 8How Wearable Technology has Revolutionized Health Research 8
Research :: Measurement
“Accurate and minute
measurement seems to the non-
scientific imagination, a less lofty
and dignified work than looking for
something new. But nearly all the
grandest discoveries of science
have been but the rewards of
accurate measurement and patient
long-continued labour in the minute
sifting of numerical results.”
— Baron William Thomson Kelvin, 1871
How Wearable Technology has Revolutionized Health Research 99
SELF REPORT
How Wearable Technology has Revolutionized Health Research 1010
DIRECT OBSERVATION
How Wearable Technology has Revolutionized Health Research 1111
RESEARCH DEVICES
How Wearable Technology has Revolutionized Health Research 12How Wearable Technology has Revolutionized Health Research 12
“manpo-kei”
万歩計	
10,000 Steps?
Catrine Tudor-Locke (2003). Manpo-Kei: The Art and Science of Step Counting. Victoria, Canada: Trafford
Publishing. ISBN 1-55395-481-5.
How Wearable Technology has Revolutionized Health Research 13How Wearable Technology has Revolutionized Health Research 13
Health Is Social
Nicholas A. Christakis, M.D., Ph.D., M.P.H., and James H. Fowler, Ph.D.
N Engl J Med 2007; 357:370-379July 26, 2007DOI: 10.1056/NEJMsa066082
How Wearable Technology has Revolutionized Health Research 14How Wearable Technology has Revolutionized Health Research 14
Communicating Progress
Consolvo, S., Mcdonald, D. W., Toscos, T., Chen, M. Y., Froehlich, J., Harrison, B., … Landay, J. A. (2008). Activity Sensing in
the Wild : A Field Trial of UbiFit Garden. CHI 2008 Proceedings - Personal Health, 1797–1806.
How Wearable Technology has Revolutionized Health Research 15How Wearable Technology has Revolutionized Health Research 15
Physical Activity Guidelines
•  Healthy Adult National Guidelines for Physical Activity
•  Last revised 2008
•  62% of Americans are meeting guidelines!*
150min MVPA per week,
10min bouts
How Wearable Technology has Revolutionized Health Research 16How Wearable Technology has Revolutionized Health Research 16
Physical Activity in the US
•  2005 – 2006 (published 2008)
•  3,082 Adults
•  Good data = 4 days,10hrs per day
•  < 10% meet national guidelines
Tucker, J. M., Welk, G. J., & Beyler, N. K. (2011). Physical activity in U.S.: adults compliance with the Physical Activity Guidelines for
Americans. American Journal of Preventive Medicine, 40(4), 454–61.
How Wearable Technology has Revolutionized Health Research 17How Wearable Technology has Revolutionized Health Research 17
Fitabase works with researchers and
organizations to take advantage of
the new tools of wellness.
How Wearable Technology has Revolutionized Health Research 18How Wearable Technology has Revolutionized Health Research 18
The New Tools
How Wearable Technology has Revolutionized Health Research 1919
Participant
DATA
FITABASE
Scalable cloud
technologies,
robust APIs, and
mobile connectivity
enable exciting new
models for health
research.
How Wearable Technology has Revolutionized Health Research 2020
Privacy
•  What are identifiable / vs de-
identifiable data sets?
At what resolution?
•  How immediate does data
flow? Are there moral
obligations to intervene if
something looks bad?
•  How is the data capture
conveyed to participants?
How Wearable Technology has Revolutionized Health Research 21How Wearable Technology has Revolutionized Health Research 21
How it Works
•  Give participants devices and create accounts
•  Recruit current Fitbit users and authenticate
•  View and Analyze Data
•  Dashboard Monitoring
•  Easy to Navigate Report Pages
•  Reports Latest Sync & Battery Level
•  Export Participant or Batch Data (.csv)
How Wearable Technology has Revolutionized Health Research 22How Wearable Technology has Revolutionized Health Research 22
How Wearable Technology has Revolutionized Health Research 2323
How Wearable Technology has Revolutionized Health Research 2424
How Wearable Technology has Revolutionized Health Research 2525
How Wearable Technology has Revolutionized Health Research 26How Wearable Technology has Revolutionized Health Research 26
Proudly Supporting
How Wearable Technology has Revolutionized Health Research 27How Wearable Technology has Revolutionized Health Research 27
Studies We Support
•  Measurement
•  Validity & Reliability
•  Intervention Effects
•  Post-Operative Care
•  Pharma Trials
•  Behavioral
How Wearable Technology has Revolutionized Health Research 28How Wearable Technology has Revolutionized Health Research 28
ClinicalTrials.gov / NIH
•  63 Currently open studies (101 registered)
o  Diabetes
o  Cancer
o  Obesity
o  Lupus
o  Rehabilitation
o  Osteoarthritis
o  Cardiovascular Disease
o  Peripheral Arterial Disease
o  Weight Loss
o  ….Many More!
How Wearable Technology has Revolutionized Health Research 29How Wearable Technology has Revolutionized Health Research 29
Yale: Fertility Study
Improving Reproductive Fitness with Pretreatment with Lifestyle
Modification in Obese Women with Unexplained Infertility: FIT-PLESE
•  7 sites around the US
•  350 Women
•  Obese + Unexplained Infertility
•  Effect of Exercise or Exercise + Weight Loss
•  Fitbit ChargeHR + Aria Scale
•  16 Week Trial
PI: Richard S. Legro M.D.
How Wearable Technology has Revolutionized Health Research 30How Wearable Technology has Revolutionized Health Research 30
Harvard: Nurses Health Study 3
•  Nurses Health Study
–  Started in 1978; 200,000+ participants
•  500 participant subsample
•  7-days of monitoring, 4x per year
“Novel mobile technologies, such as global positioning systems (GPS) enabled
smartphones and consumer wearable accelerometry devices, can provide
efficient, rigorous, and objective measures of geographic context, physical
activity, and sleep with high spatio-temporal resolution.”
PIs: Jorge Chavarro, Peter James
How Wearable Technology has Revolutionized Health Research 31How Wearable Technology has Revolutionized Health Research 31
Sleep
•  32 Adolescents
•  Comparing ChargeHR to Polysomnography
& Indirect Calorimetry
•  Mean age: 17y/o
•  Accurate for
–  Total time asleep
–  Time awake
–  Sleep efficiency
–  HR = ECG data (< 1bpm difference)
de Zambotti, M., Baker, F. C., Willoughby, A. R., Godino, J. G., Wing, D., Patrick, K., & Colrain, I.
M. (2016). Measures of sleep and cardiac functioning during sleep using a multi-sensory
commercially-available wristband in adolescents. Physiology & Behavior, 158, 143–9.
How Wearable Technology has Revolutionized Health Research 32How Wearable Technology has Revolutionized Health Research 32
Spine Surgery
•  Post spine surgery
•  Activity as measure of recovery
•  Develop predictions for future patients
“We hope to integrate this into our practice so that it becomes a universal
and accepted means of evaluating patients and evaluating our outcomes
[…] we hope to make patients more involved in their own self-evaluation,
recovery and spinal health. I strongly believe that a motivated patient will
get better results.”
PIs: Zachary Smith, Christopher Ames
How Wearable Technology has Revolutionized Health Research 33How Wearable Technology has Revolutionized Health Research 33
Why Wearables? Why Now?
How Wearable Technology has Revolutionized Health Research 34How Wearable Technology has Revolutionized Health Research 34
Ernesto Ramirez, PhD
How Wearable Technology has Revolutionized Health Research 35How Wearable Technology has Revolutionized Health Research 35
Ernesto Ramirez, PhD
How Wearable Technology has Revolutionized Health Research 36How Wearable Technology has Revolutionized Health Research 36
Ernesto Ramirez, PhD
How Wearable Technology has Revolutionized Health Research 37How Wearable Technology has Revolutionized Health Research 37
Why Wearables? Why Now?
•  Q: Why do we do what we do?
•  Lack of data
•  Huge Data Sample Size Potential
•  20+ million Fitbit Users
•  Most existing studies < 10K
20000000
How Wearable Technology has Revolutionized Health Research 38How Wearable Technology has Revolutionized Health Research 38
Behavior Science + Machine Learning
Riley,	Mar+n,	Rivera,	Hekler,	et	al.	2016;	Mar+n,	Riley,	Rivera,	Hekler,	et	al.	2014
How Wearable Technology has Revolutionized Health Research 39How Wearable Technology has Revolutionized Health Research 39
Future: Civic
How Wearable Technology has Revolutionized Health Research 40How Wearable Technology has Revolutionized Health Research 40
Future: Medical
How Wearable Technology has Revolutionized Health Research 41How Wearable Technology has Revolutionized Health Research 41
Future: Medical
How Wearable Technology has Revolutionized Health Research 4242
Precision Medicine
“Tonight, I'm launching a new
Precision Medicine Initiative to
bring us closer to curing
diseases like cancer and
diabetes — and to give all of us
access to the personalized
information we need to keep
ourselves and our families
healthier.”
President Barack Obama
State of the Union Address, 2015
How Wearable Technology has Revolutionized Health Research 4343
•  $1 Billion in NIH funding from
2016-2020 ($210m FY2016)
•  Bipartisan support
“Wearable devices can assess heart rate
and other physiological states as well as
physical activity levels. Smartphones also
could keep participants connected to the
study, providing feedback on the data they
provide as well as the aggregate data and
findings of the study."
Collins, F. S., & Varmus, H. (2015). A New Initiative on Precision
Medicine. The New England Journal of Medicine, 372, 793–795.
Precision Medicine
How Wearable Technology has Revolutionized Health Research 44How Wearable Technology has Revolutionized Health Research 44
We have the tools.
We have the people.
Now it’s time to turn that into GOOD.
How Wearable Technology has Revolutionized Health Research 45How Wearable Technology has Revolutionized Health Research 45
THANK YOU.
@aaronc aaron@fitabase.com

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Fitabase at 2016 Fitbit Captivate Summit

  • 1. How Wearable Technology has Revolutionized Health Research 1How Wearable Technology has Revolutionized Health Research 1
  • 2. How Wearable Technology has Revolutionized Health Research 2How Wearable Technology has Revolutionized Health Research 2 HOW WEARABLE TECHNOLOGY HAS REVOLUTIONIZED HEALTH RESEARCH Aaron Coleman, Founder & CEO, Fitabase June 9, 2016
  • 3. How Wearable Technology has Revolutionized Health Research 3How Wearable Technology has Revolutionized Health Research 3
  • 4. How Wearable Technology has Revolutionized Health Research 4How Wearable Technology has Revolutionized Health Research 4
  • 5. How Wearable Technology has Revolutionized Health Research 5How Wearable Technology has Revolutionized Health Research 5 Wearable technology represents a meaningful and critical new way to measure, track, and engage with research participants
  • 6. How Wearable Technology has Revolutionized Health Research 6How Wearable Technology has Revolutionized Health Research 6 Hi, I’m Aaron Obama Technology Field Team S.M.A.R.T Study Center for Wireless & Population Health Systems UCSD Founded Fitabase Partnered w Fitbit 1st Customer 3 months later 2008 2009 2012 Bootstrapped to profitability, proving robust platform with good validation papers in literature. 2014 Still at it. Learning from research community and building next gen data tools. 2016
  • 7. How Wearable Technology has Revolutionized Health Research 7How Wearable Technology has Revolutionized Health Research 7 1,900,000,000+ Minutes of Fitbit Data Collected 150+ Research Projects
  • 8. How Wearable Technology has Revolutionized Health Research 8How Wearable Technology has Revolutionized Health Research 8 Research :: Measurement “Accurate and minute measurement seems to the non- scientific imagination, a less lofty and dignified work than looking for something new. But nearly all the grandest discoveries of science have been but the rewards of accurate measurement and patient long-continued labour in the minute sifting of numerical results.” — Baron William Thomson Kelvin, 1871
  • 9. How Wearable Technology has Revolutionized Health Research 99 SELF REPORT
  • 10. How Wearable Technology has Revolutionized Health Research 1010 DIRECT OBSERVATION
  • 11. How Wearable Technology has Revolutionized Health Research 1111 RESEARCH DEVICES
  • 12. How Wearable Technology has Revolutionized Health Research 12How Wearable Technology has Revolutionized Health Research 12 “manpo-kei” 万歩計 10,000 Steps? Catrine Tudor-Locke (2003). Manpo-Kei: The Art and Science of Step Counting. Victoria, Canada: Trafford Publishing. ISBN 1-55395-481-5.
  • 13. How Wearable Technology has Revolutionized Health Research 13How Wearable Technology has Revolutionized Health Research 13 Health Is Social Nicholas A. Christakis, M.D., Ph.D., M.P.H., and James H. Fowler, Ph.D. N Engl J Med 2007; 357:370-379July 26, 2007DOI: 10.1056/NEJMsa066082
  • 14. How Wearable Technology has Revolutionized Health Research 14How Wearable Technology has Revolutionized Health Research 14 Communicating Progress Consolvo, S., Mcdonald, D. W., Toscos, T., Chen, M. Y., Froehlich, J., Harrison, B., … Landay, J. A. (2008). Activity Sensing in the Wild : A Field Trial of UbiFit Garden. CHI 2008 Proceedings - Personal Health, 1797–1806.
  • 15. How Wearable Technology has Revolutionized Health Research 15How Wearable Technology has Revolutionized Health Research 15 Physical Activity Guidelines •  Healthy Adult National Guidelines for Physical Activity •  Last revised 2008 •  62% of Americans are meeting guidelines!* 150min MVPA per week, 10min bouts
  • 16. How Wearable Technology has Revolutionized Health Research 16How Wearable Technology has Revolutionized Health Research 16 Physical Activity in the US •  2005 – 2006 (published 2008) •  3,082 Adults •  Good data = 4 days,10hrs per day •  < 10% meet national guidelines Tucker, J. M., Welk, G. J., & Beyler, N. K. (2011). Physical activity in U.S.: adults compliance with the Physical Activity Guidelines for Americans. American Journal of Preventive Medicine, 40(4), 454–61.
  • 17. How Wearable Technology has Revolutionized Health Research 17How Wearable Technology has Revolutionized Health Research 17 Fitabase works with researchers and organizations to take advantage of the new tools of wellness.
  • 18. How Wearable Technology has Revolutionized Health Research 18How Wearable Technology has Revolutionized Health Research 18 The New Tools
  • 19. How Wearable Technology has Revolutionized Health Research 1919 Participant DATA FITABASE Scalable cloud technologies, robust APIs, and mobile connectivity enable exciting new models for health research.
  • 20. How Wearable Technology has Revolutionized Health Research 2020 Privacy •  What are identifiable / vs de- identifiable data sets? At what resolution? •  How immediate does data flow? Are there moral obligations to intervene if something looks bad? •  How is the data capture conveyed to participants?
  • 21. How Wearable Technology has Revolutionized Health Research 21How Wearable Technology has Revolutionized Health Research 21 How it Works •  Give participants devices and create accounts •  Recruit current Fitbit users and authenticate •  View and Analyze Data •  Dashboard Monitoring •  Easy to Navigate Report Pages •  Reports Latest Sync & Battery Level •  Export Participant or Batch Data (.csv)
  • 22. How Wearable Technology has Revolutionized Health Research 22How Wearable Technology has Revolutionized Health Research 22
  • 23. How Wearable Technology has Revolutionized Health Research 2323
  • 24. How Wearable Technology has Revolutionized Health Research 2424
  • 25. How Wearable Technology has Revolutionized Health Research 2525
  • 26. How Wearable Technology has Revolutionized Health Research 26How Wearable Technology has Revolutionized Health Research 26 Proudly Supporting
  • 27. How Wearable Technology has Revolutionized Health Research 27How Wearable Technology has Revolutionized Health Research 27 Studies We Support •  Measurement •  Validity & Reliability •  Intervention Effects •  Post-Operative Care •  Pharma Trials •  Behavioral
  • 28. How Wearable Technology has Revolutionized Health Research 28How Wearable Technology has Revolutionized Health Research 28 ClinicalTrials.gov / NIH •  63 Currently open studies (101 registered) o  Diabetes o  Cancer o  Obesity o  Lupus o  Rehabilitation o  Osteoarthritis o  Cardiovascular Disease o  Peripheral Arterial Disease o  Weight Loss o  ….Many More!
  • 29. How Wearable Technology has Revolutionized Health Research 29How Wearable Technology has Revolutionized Health Research 29 Yale: Fertility Study Improving Reproductive Fitness with Pretreatment with Lifestyle Modification in Obese Women with Unexplained Infertility: FIT-PLESE •  7 sites around the US •  350 Women •  Obese + Unexplained Infertility •  Effect of Exercise or Exercise + Weight Loss •  Fitbit ChargeHR + Aria Scale •  16 Week Trial PI: Richard S. Legro M.D.
  • 30. How Wearable Technology has Revolutionized Health Research 30How Wearable Technology has Revolutionized Health Research 30 Harvard: Nurses Health Study 3 •  Nurses Health Study –  Started in 1978; 200,000+ participants •  500 participant subsample •  7-days of monitoring, 4x per year “Novel mobile technologies, such as global positioning systems (GPS) enabled smartphones and consumer wearable accelerometry devices, can provide efficient, rigorous, and objective measures of geographic context, physical activity, and sleep with high spatio-temporal resolution.” PIs: Jorge Chavarro, Peter James
  • 31. How Wearable Technology has Revolutionized Health Research 31How Wearable Technology has Revolutionized Health Research 31 Sleep •  32 Adolescents •  Comparing ChargeHR to Polysomnography & Indirect Calorimetry •  Mean age: 17y/o •  Accurate for –  Total time asleep –  Time awake –  Sleep efficiency –  HR = ECG data (< 1bpm difference) de Zambotti, M., Baker, F. C., Willoughby, A. R., Godino, J. G., Wing, D., Patrick, K., & Colrain, I. M. (2016). Measures of sleep and cardiac functioning during sleep using a multi-sensory commercially-available wristband in adolescents. Physiology & Behavior, 158, 143–9.
  • 32. How Wearable Technology has Revolutionized Health Research 32How Wearable Technology has Revolutionized Health Research 32 Spine Surgery •  Post spine surgery •  Activity as measure of recovery •  Develop predictions for future patients “We hope to integrate this into our practice so that it becomes a universal and accepted means of evaluating patients and evaluating our outcomes […] we hope to make patients more involved in their own self-evaluation, recovery and spinal health. I strongly believe that a motivated patient will get better results.” PIs: Zachary Smith, Christopher Ames
  • 33. How Wearable Technology has Revolutionized Health Research 33How Wearable Technology has Revolutionized Health Research 33 Why Wearables? Why Now?
  • 34. How Wearable Technology has Revolutionized Health Research 34How Wearable Technology has Revolutionized Health Research 34 Ernesto Ramirez, PhD
  • 35. How Wearable Technology has Revolutionized Health Research 35How Wearable Technology has Revolutionized Health Research 35 Ernesto Ramirez, PhD
  • 36. How Wearable Technology has Revolutionized Health Research 36How Wearable Technology has Revolutionized Health Research 36 Ernesto Ramirez, PhD
  • 37. How Wearable Technology has Revolutionized Health Research 37How Wearable Technology has Revolutionized Health Research 37 Why Wearables? Why Now? •  Q: Why do we do what we do? •  Lack of data •  Huge Data Sample Size Potential •  20+ million Fitbit Users •  Most existing studies < 10K 20000000
  • 38. How Wearable Technology has Revolutionized Health Research 38How Wearable Technology has Revolutionized Health Research 38 Behavior Science + Machine Learning Riley, Mar+n, Rivera, Hekler, et al. 2016; Mar+n, Riley, Rivera, Hekler, et al. 2014
  • 39. How Wearable Technology has Revolutionized Health Research 39How Wearable Technology has Revolutionized Health Research 39 Future: Civic
  • 40. How Wearable Technology has Revolutionized Health Research 40How Wearable Technology has Revolutionized Health Research 40 Future: Medical
  • 41. How Wearable Technology has Revolutionized Health Research 41How Wearable Technology has Revolutionized Health Research 41 Future: Medical
  • 42. How Wearable Technology has Revolutionized Health Research 4242 Precision Medicine “Tonight, I'm launching a new Precision Medicine Initiative to bring us closer to curing diseases like cancer and diabetes — and to give all of us access to the personalized information we need to keep ourselves and our families healthier.” President Barack Obama State of the Union Address, 2015
  • 43. How Wearable Technology has Revolutionized Health Research 4343 •  $1 Billion in NIH funding from 2016-2020 ($210m FY2016) •  Bipartisan support “Wearable devices can assess heart rate and other physiological states as well as physical activity levels. Smartphones also could keep participants connected to the study, providing feedback on the data they provide as well as the aggregate data and findings of the study." Collins, F. S., & Varmus, H. (2015). A New Initiative on Precision Medicine. The New England Journal of Medicine, 372, 793–795. Precision Medicine
  • 44. How Wearable Technology has Revolutionized Health Research 44How Wearable Technology has Revolutionized Health Research 44 We have the tools. We have the people. Now it’s time to turn that into GOOD.
  • 45. How Wearable Technology has Revolutionized Health Research 45How Wearable Technology has Revolutionized Health Research 45 THANK YOU. @aaronc aaron@fitabase.com