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Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

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Page 1: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Using new technologies for understanding and changing behaviors

Ilkka Korhonen

Firstbeat Seminar, Helsinki6.3.2014

Page 2: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

7.3.2014 2

Page 3: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

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Page 4: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

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Page 5: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Our behavior is killing us…

Proportional contribution to premature death

Genetic disposition

Social circumstances

Environmental exposure

Health care

Behavior

Schroeder NEJM 2007

Page 6: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Our behavior is killing us…

Here’s the part we can change

Social circumstances

Environmental exposure

Health care

Behavior

Schroeder NEJM 2007

Page 7: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Prevention opportunity via

behavioral change

7

• Cardiovascular disease:

73-83%Nurses Health Study, NEJM 2000;343:16-22, NEJM 2001;345:790-97

• Diabetes type II:

58-91%Tuomilehto, 2001 NEJM 344(18): 1343-50Nurses Health Study, NEJM 2000;343:16-22, NEJM 2001;345:790-97

• Cancer:

60-69%De Lorgeril, Arch Int Med 1998;158:1181-87

HALE Project. Knoops JAMA 2004;292:1433-1439

WC 2012 Ilkka Korhonen

Page 8: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Innovation and Research in Life and Health Services

Alberto Sanna, San Raffaele Scientific Institute: PREVE. Building the health eco-system @ Brussels, Nov. 15th, 201 Engineering AwarenessTM

These are also medicines

Education Physical Activity

Nutrition

Needs Preferences

Behaviours

• Anamnesis

• Prescription

• (Self-) Administration

• Monitoring of Compliance & Outcomes

• Vigilance on Adverse Effects

IF WE CAN DO

Education is Medicine

Physical Activity is Medicine

Nutrition is Medicine

Page 9: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Digital ‘footprints’ of health, behavior and context

Quantification and modeling of real behaviors in context

Ima

ge

s: fr

og

de

sig

n ©

Page 10: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

7.3.2014 10

Continuous monitoring and

quantification of behaviors is here!

8 12 16 20 0 4 8 12 16 20 0 4 8 12 16 20 0 4 80

10

20

30

40

50

60

70

80

90

100

Pe

rce

nta

ge

WORK WORK

SLEEP SLEEP SLEEP

Stress

Relax

Heavy actitity

Light activity

Exercise recovery

Unrecognized

Thu Fri Sat Sun

HRV analysis based on

physiological model and big data

based calibration classification

of physiological state and

quantification of physical activity

www.firstbeat.fi

Page 11: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Crowd data what really happens

>3MET from 10- minute bouts, background (age, gender, BMI,

activity class) controlled

Month

mean

Weekday

mean

Mon Tue Wed Thu Fri Sat Sun

Jan

Feb

Mar

Apr

May

Jun

Jul

Aug

Sep

Oct

Nov

Dec

Min

ute

s

18

20

22

24

26

28

30

32

Measurement

days #

59724

Individuals, # 17715

Age 44±10

(18-65)

BMI 26±4

(18-40)

Males [%] 47

Activity class 4.9±2.0

(0-10)

Physical activity (>3MET & >10min)(based on HRV analysis)

Page 12: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Physical activity (cardiorespiratory

exercise minutes)

*Exercise in at least 10 min bouts above 3 METs (metabolic equivalent)

**Exercise at level >6MET from the exercise minutes

22 exercise

minutes* per day

8 minutes of

vigorous exercise**

52% of days

without any

exercise minutes

17 exercise minutes

per day

5 minutes of

vigorous exercise

58% of days without

any exercise minutes

30 exercise minutes

per day

10 minutes of

vigorous exercise*

45% of days without

any exercise minutes

ALL FEMALES MALES

Page 13: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Daily profile of physical activity

7.3.2014 13

Page 14: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Daily profile of stress and recovery

Working day (N=22 270) Free day (N=15 015)

7.3.2014 14

Page 15: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

24/7 HRV monitoring combined with diary (=personal

context) personally relevant discoveries!

Physiological Stress (red) and recovery (green)

Day 1 – Wed 4th of Apr, 2012

Day 2 – Thu 5th of Apr, 2012

Telcos Running

Delayed

recovery

F2f mtgSleep

Ice hockey

game on TV

(play-off)

Nap

Page 16: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Comparison against norms

”should I do something?”

16*Oma nimi ja esityksen aihe vaihdettava alatunnisteeseen 7.3.2014

Physiological recovery during sleep compared to population reference

Day 1 – Wed 4th of Apr, 2012

Day 2 – Thu 5th of Apr, 2012

HRV based recovery measured by RMSSD is 52ms.

Population age-adjusted average is 34ms.

HRV based recovery measured by RMSSD is 79ms.

Population age-adjusted average is 34ms.

Your sleep time was 7h 0min. Recommended sleep duration is min 7h

Your sleep time was 8h 15min. Recommended sleep duration is min 7h

Page 17: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Identification of areas with most improvement

potential – seeing the big picture

17*Oma nimi ja esityksen aihe vaihdettava alatunnisteeseen 7.3.2014

Life style health report based on HRV

Working time

Leisure time

Sleep

Physical activity

Physical load

Recovery

Exercise

Exercise load

Recovery

EE during exercise

Total recovery

Recovery quality

Sleep time

What next?

How to translate understanding into action and concrete behaviors?

Page 18: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Self-monitoring is an intervention

7.3.2014 18

© Jacob Arnold, Jung Hong, and Shelten Yuen, R&D Fitbit Inc

Page 19: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Real-Time Intervention to decrease Sedentary Time

© Donna Spuijt-Metz

Page 20: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Differences in Accelerometry Counts

in 10 minute periods after being prompted

• Accelerometer counts

were 1,066 counts

higher

• in the following 10

minute period

• compared to when

SMS prompts were not

sent (p<0.0001)

0500

10001500200025003000350040004500500055006000

Co

un

ts

No prompt vs. Prompt

No Prompt Prompt

© Donna Spuijt-Metz

Page 21: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Conclusions

• New technologies move health monitoring

from era of photographing to Hollywood

• Challenges become

– Making sense of the data

– Acting on data

– Scaling of services – consumerizing

Focus of progress today!

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Page 22: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Competitive landscape

Page 23: Using new technologies for understanding and changing ......Using new technologies for understanding and changing behaviors Ilkka Korhonen Firstbeat Seminar, Helsinki 6.3.2014

Thank you!

Ilkka Korhonen

Personal Health Informatics/Tampere University of Technology

&

Personalized ICT for Health, VTT

[email protected]