the role of mhealth in self-care - itu role of mhealth in self-care joseph a. cafazzo, phd peng ......

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Patient, heal thyself The Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng Lead, Centre for Global eHealth Innovation, University Health Network Senior Director - Medical Engineering and Healthcare Human Factors Assistant Professor, IBBME and HPME, Faculty of Medicine, University of Toronto

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Page 1: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Patient, heal thyselfThe Role of mHealth in Self-Care

Joseph A. Cafazzo, PhD PEng Lead, Centre for Global eHealth Innovation, University Health Network Senior Director - Medical Engineering and Healthcare Human Factors

Assistant Professor, IBBME and HPME, Faculty of Medicine, University of Toronto

Page 2: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

The Big 6

DiabetesHigh Blood PressureKidney DiseaseHeart FailureLung DiseaseMental Health

60% of all spending inChronic Disease

Page 3: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

3

Current care models focus primarily on acute care

age: 0 - 35 36 – 65

supported living dependent living

66 – 80 80 & Up

Indi

vidu

al’s

Hea

lth S

tatu

s

Wel

lC

hron

icA

cute

independent living

Page 4: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

4

age: 0 - 35 36 – 65

supported living

dependent living

66 – 80 80 & Up

Indi

vidu

al’s

Hea

lth S

tatu

s

Wel

lC

hron

icA

cute

independent living

Serv

ice

Leve

ls

Can we suppress these acute events?

Page 5: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

5

‘Shift Left’ of Healthcare through Technology1

$1 $10 $100 $1,000 $10,0000%

100% Healthy, Independent Living

Chronic Disease Management Doctor’s

Office

Community Clinic

HOME CARE

Assisted Living

Skilled Nursing Facility

RESIDENTIAL CARE

Community Hospital

ICU

Specialty Clinic

ACUTE CARE

COST of CARE/DAY

QUALITYof LIFE

1) from Intel, and Center for Aging Services Technologies (CAST)

Page 6: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Patient-Provider Feedback Loop

Gathering data Interpreting information

Acting on results

Communicating back to patient

Page 7: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Remote Monitoring and

Self-Care

Page 8: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Joseph Hayduk, 86, is heart failure and uses a device that transmits his vital signs to a RN at Meridian Health. The RN calls all 18 patients in program daily.

The New York Times Feb 13, 2009

“Classic” Remote Patient Monitoring

Page 9: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 10: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Physicians’ concerns

• Reimbursement and liability

• Accuracy of self-recorded data

• “Neurotic”, “self-obsessed” behaviour

• Change in patient/physician relationship

• Completeness, accuracy and authenticity of personally-controlled EHRs

source:

Page 11: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Forces Affecting the Diffusion of Health Technologies

Magnitude Of Effect

Evidence ofEffectiveness/

Cost-effectiveness

Industry

Public/Societal

End-Users/Hospital profile/Domino effect

Affordability

Ease of UseAnd Safety

Political Will

Diffusion

Page 12: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Shea et al. Study

Page 13: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Shea et al. Study

• RCT, n=844, 1 year duration

• Poor, under-served, minority population

• Study noted improvements in:

• HgA1c

• Blood pressure

• LDL cholesterol levels

Page 14: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 15: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 16: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 17: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Back to Shea et al

Page 18: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Cost of intervention:

$3,425 USper patient

Page 19: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Spyglass Study of 100 Care Organizations

“A few barriers have to removed for remote monitoring to really take hold... the cost of devices and peripherals at about $3,000 to $5,000 now has to come down to a more affordable price of $300

to $500.”

“They should be sold through stores like Wal-Mart or Best Buy”

Page 20: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 21: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 22: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 23: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Congestive Heart Failure Client

Page 24: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Diabetes self-management

system

Page 25: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 26: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 27: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 28: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 29: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 30: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 31: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 32: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Clinical trials

• Diabetic hypertension pilot - complete

• Blood sugar and hypertension - complete

• Gestational diabetes pilot - complete

•Diabetic hypertension RCT - complete

• Congestive heart failure RCT - complete

•Gestational diabetes RCT - complete

•Adolescent type 1 diabetes pilot - complete

Page 33: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Clinical trials

Gestational diabetes RCT

Page 34: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

DiabetesManagement

System

Page 35: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 36: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 37: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Blood Pressureautomaticallytransmitted to

BlackBerry

Page 38: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Blood Sugar readingsautomatically sent to

BlackBerry

Page 39: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Results can be graphed to show progress and

trends

Page 40: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Clinical trials

Diabetic Hypertension RCT

Page 41: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

American Journal of Hypertension, 20(9), pp. 942-948, 2007

Pilot ResultsDiabetic Hypertension

Page 42: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Intervention group (55 patients)

Control group (55 patients)

Page 43: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Intervention group (55 patients)

Control group (55 patients)

-9.1 mmHg systolic

-3.2 mmHg diastolic

no change

Page 44: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

What else did we learn?

the physicians weren’t responsible for the improvement

no additional medsno significant changes in management

Page 45: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

What else did we learn?

the mechanism appears to be patient self-awareness, accountability

an adherence mechanism is important

giving them a monitor isn’t enough

Page 46: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Hypothesis

the monitor isn’t enough

“active” monitoring is required

passive monitoring doesn’t work

Page 47: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Clinical trials

Heart Failure RCT

Page 48: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

RCT Study design

• N=100

• duration 6 months

• daily measurements before 10 am - reminder call

• alert algorithm - messages direct to cardiologist

• control group - usual care

Page 49: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

RCT ResultsCongestive Heart Failure

150 pg/mLBNP

7.4 %LVEF

no change in the control group

7 pointsself-care

Page 50: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

RCT ResultsCongestive Heart Failure

no improvement in re-hospitalization

Page 51: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

The changing role of physicians

• Lead role in*:

• treating acute problems

• diagnosing and developing initial treatment plan of chronic conditions

• managing difficult chronic cases

• Devolve to health care team and patient self-care:

• day-to-day management of chronic conditions

Page 52: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 53: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Published data: NHD and Clinical outcomes

• Improved Patient Health – Normalization of blood pressure without the need for anti-hypertensive

medications– Normalization of abnormal wall thickness of the heart– Restoration of impaired heart function– Improvement in peripheral circulation– Improvement in sleep quality– Improvement in nutritional determinants– Elimination of dietary restriction

• Patient autonomy• Cost effective modality

Chan et al : KI, 2002, Chan et al: NDT, 2003 Chan et al: AJKD, 2003, Hanly et al: NEJM, 2001Pierratos et al: JASN, 1998

Page 54: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Patient-Perceived Barriers to NHD (Cafazzo and Chan, 2007)

•Perceived burden on family members

•Fear of self-cannulation

•Fear of a catastrophic event in the absence of nursing support

•Low self-efficacy

Page 55: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 56: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 57: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 58: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 59: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 60: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 61: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 62: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Sent: Sat Feb 04 06:52:47 2006 Subject: Dialysis Session End: **Patient Name**

*** Final Dialysis Readings *** Total Weight Loss: 3.00 kg Total Blood: 141.50 L Total Dialysis time: 7.90 hrs. Initial Time: 2/3/2006 | 10:42 PM End Time: 2/4/2006 | 6:36 AM

**** Session Averages **** Venous Pressure Sensor: 123.2 mmHg Arterial Pressure Sensor: -146.2 mmHg

*** Physiological parameters *** HR: 67.5 bpm (on for 90% of session) SpO2: 96.3 % (on for 90% of session) *** Yellow Alerts *** 10:42:28 PM | ! Ven Pressure Alarm - Present

Sample Session Summary to BlackBerry

Page 63: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 64: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 65: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 66: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Michigan Tech

Page 67: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

application to mental health

• 20% of population

• almost no technological interventions

• promising developments for detection

Objective: develop a practical biomarker for the detection of anxiety and depressions

Page 68: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Technical Challenges

• weak signals - uV range

• sensor treatment - dry or wet

• continuos signal - power management

Page 69: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Julien Penders, Holst Centre, The Netherlands

Page 70: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 71: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 72: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

designchallenge

Enobio

Page 73: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Valence hypothesis, states that there is differential hemispheric specialization for positive and negative emotions.

How do we detect emotions?

Page 74: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

How do we detect emotions?

Emotional Valence - Stimulus

Page 75: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

futuremHealth

app?

Enobio

Page 76: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

ConclusionmHealth and RPM needs

rigorous, evidence-based design

“active” monitoring is required

passive monitoring doesn’t work

The future of mHealth is patient-focused, social, and consumer-initiated

Page 77: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Ministry of Health and Long Term CareMinistry of Research and Innovation (HTX)

Page 78: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion
Page 79: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

eHealth Innovation

Page 80: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

University Health Network

Centre for Global

eHealth Innovation

Human Factors

Core Staff Jadad PHI Medical Informatics

Telehealth

Medical Device Informatics

Eysenbach

Page 81: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

MedicalDevice

Informatics

HealthcareHumanFactors

The Teams

Page 82: The Role of mHealth in Self-Care - ITU Role of mHealth in Self-Care Joseph A. Cafazzo, PhD PEng ... Venous Pressure Sensor: 123.2 mmHg ... Enobio. Conclusion

Patient, heal thyselfThe Role of mHealth in Self-Care

Joseph A. Cafazzo, PhD PEng Lead, Centre for Global eHealth Innovation, University Health Network Senior Director - Medical Engineering and Healthcare Human Factors

Assistant Professor, IBBME and HPME, Faculty of Medicine, University of Toronto