SlideShare a Scribd company logo
mHealth Technologies
to Improve Outcomes
Steve Steinhubl, MD
July 22, 2014
Disclosures
• Scripps Translational Science Institute has
received grant support for research,
including salary support, from the
Qualcomm Foundation.
How many of you are set up to collect
these data from your patients?
1. Activity
2. Pulse
3. +/- Sleep
How about this information?
1. Activity
2. Pulse
3. Sleep stages
4. Blood pressure
5. Cardiac Output / Stroke Vol.
6. ECG
7. Stress
 HRV
 EDA
8. Respiration rate
9. Temperature
10. Oxygen saturation
11. CO2 levels
12. Glucose (?)
mHealth Technologies to Improve
Outcomes
1.What is mhealth , how did we get here, and
why should we care?
2.Examples of how mhealth can transform
healthcare.
3.Where is the evidence?
4.What will it mean for providers?
mHealth Technologies to Improve
Outcomes
1.What is mhealth , how did we get here, and
why should we care?
2.Examples of how mhealth can transform
healthcare.
3.Where is the evidence?
4.What will it mean for providers?
“mHealth (or mobile health) is the use
of mobile or wireless devices to
improve health outcomes, healthcare
services and health research.”
-NIH Consensus group
What is mHealth?
ASCI Red
• World’s fastest super-computer
in 1996 – 1.8 teraflops/sec
(1.8 trillion operations /sec)
• $55 million to develop.
• Occupied 1,600 square feet of
floor space.
• Used 800 KW/hr (~800 homes)
• 2006 – 1.8
teraflops/ sec
• $500
• 200 watts
• 64 million units sold
May, 1997
IBM’s Deep Blue
beat World
Chess Champion
Garry Kasparov.
Deep
Blue
http://www.nydailynews.com/news/world/c
heck-contrasting-pics-st-peter-square-article-
1.1288700#ixzz2ePFO9300
PC
Smartphones
Tablets
In the US, 91% of adults own
a mobile phone, with the
majority of them (61%)
being smartphones.
194 minutes a day looking
at smartphone or tablet
screen.
147 looking at TV, 103 at
laptop or PC.
A Historical (and Present Day) Look at Our Tools for
a Patient’s Office Visit
Blood Pressure
ECG
Physical Exam/Auscultation
House Calls
• Sphygmomanometer
invented 1881.
• Popularized by Harvey
Cushing 1901
1904
• Willem Einthoven 1901.
• Precordial leads
introduced 1944
1911
• Laënnec 1816.
• Binaural stethoscope
1851
1852
~1900
• In 1930’s ~40% of all patient
encounters were in their home.
Unwin BK. Am Fam Physician 2011
National Healthcare
Expenditure (NHE)
Forecast
Dan Munro, Forbes 2014
“The $2.8 trillion
US healthcare
industry is being
upended by
companies
attuned to the
needs and desires
of empowered
consumers.”
pwc. Health Research Institute April 2014. Healthcare’s new entrants:
Who will be the industry’s Amazon.com?
“When we talk about mobile health, we
are talking about taking the biggest
technology breakthrough of our time and
using it to take on one of the greatest
national challenges of our time.”
Kathleen Sebelius, Former US Secretary of HHS
mHealth Summit December 2011
“Are you open to trying new, non-traditional ways
of seeking medical attention and treatment?”
pwc. Health Research Institute April 2014. Healthcare’s new entrants:
Who will be the industry’s Amazon.com?
83% of consumers
would be open to
new, non-traditional
forms of medical
care.
mHealth Technologies to Improve
Outcomes
1.What is mhealth , how did we get here, and
why should we care?
2.Examples of how mhealth can transform
healthcare.
3.Where is the evidence?
4.What will it mean for providers?
Eye / Ear
Smart Hearing Aids
Contact lens-based glucose sensing
Digital otoscope / fundoscope
Noninvasive Intraocular pressure
Automated refractive error
Miscellaneous
Pill-box & bottle sensors
Fetal monitoring
Posture / Position sensors
Activity monitors
Sleep trackers
Brain/Emotion
Wireless, mobile EEG
Head impact sensing
Noninvasive intracranial pressure monitor
Continuous sensing ANS activity
Stress recognition via voice / respirations
Heart / Vascular
Continuous & intermittent rhythm monitors
Noninvasive continuous BP tracking
Thoracic impedance (fluid status)
Handheld echocardiography
Stomach / Intestine
Esophageal pH sensing
Endoscopic image transmission
Medication compliance sensors
Fecal blood / bilirubin detection
Gut electrical activity sensing
Urine / Bladder
Comprehensive urinalysis
Genomic identification of STDs
Diaper-based sensors
Lung
Home Spirometry
Continuous pulse oximetry
Inhaler Utilization
Breath-based diagnostics
Breath sound detection
Environmental exposures identification
Skin
Surface & core temperature
Gross lesion assessment
Pressure sensing for wound care
Sweat chemistry
Epidermal electronics for plasma
constituents.
Blood
Continuous, noninvasive glucose
Point-of-care blood tests
Transdermal hemoglobin
mHealth for Chronic Disease
Management – The Beginning
Urine testing for glucose first available 1945.
1974 Reflomat – first evidence of home
monitoring lead to improved glucose control
Studies initiated in the 1970s found that tighter glucose control improves
outcomes, leading to a call for greater ease of patient monitoring.
Clarke SF. Br J Med Sci 2012;69:83-93
Diabetes Management Today
1. Over 25 million US adults have diabetes, roughly 8% of
the adult population, while an additional 79 million are
pre-diabetic. 1
2. The total cost of diabetes in the US for 2012 was $245
billion, with $176 billion in direct costs. 2
3. Interventions that train patients in self-management and
improve their communication channels with providers can
significantly improve outcomes and decrease costs. 3
1. CDC. National diabetes fact sheet: 2011.
2. ADA. Diabetes Care. Apr 2013;36(4):1033-1046.
3. Aubert RE. Annals of internal medicine. Oct 15 1998;129(8):605-612.
The Next Generation of Continuous
Glucose Monitoring
Hypertension Management Today
1. One of every 3 adults in America have HTN. 1
2. Nearly $100 billion in total costs are attributed to
HTN annually in the US. 2
3. Nearly 40 million office visits every year in the US
have a primary diagnosis of HTN making it the
single most common reason for an office visit.3
4. Less than half of all hypertensive individuals have
their blood pressure under control. 1
1. MMWR. Morbidity and mortality weekly report 2011;60(4):103-108.
2. Heidenreich PA. Circulation 2011;123(8):933-944.
3. National Ambulatory Medical Care Survey: 2010 Summary Tables.
Improving HTN Management Through
mHealth
• Home BP monitoring alone is
already known to improve BP
control, although only slightly.1
• When home monitoring is couple
with provider feedback and patient
engagement there is much greater
BP control than with monitoring
alone.2
• Cuffless and continuous non-
invasive BP monitoring devices will
soon allow for a substantially
greater depth of understanding of
BP and its control.
1. Uhlig K. Annals of Intern Med 2013;159(3):185-194..
2. Green BB. JAMA. 2008;299(24):2857-2867
COPD Management Today
1. 15 million Americans have COPD. 1
2. ~50% of Americans with diminished pulmonary
function do not know that they have COPD. 2
3. Total estimated costs of COPD is $38.8 billion (2005
dollars) with excess annual health costs per
individual with COPD vs. not of ~$6,300.3
4. A pilot RCT of connected care with home
monitoring of 80 COPD pts. found a non-significant
decrease in ER visits & hospitalizations.4
1. MMWR. 2012;61(46):938-943
2. Mannino DM. Arch Intern Med. 2000;160:1683-9
3. Foster TS. COPD. 2006 Dec;3(4):211-8
4. De San Miguel K. Telemed & eHealth 2013;19:652-7
COPD Management with mHealth
Faria I. Telemed & eHealth
2014;20:1-7
Acute Home Diagnostics - The Beginning
1. The e.p.t. home pregnancy
test was first marketed in
1977. “A private little
revolution.”
2. Today, approximately 20
million tests used annually
in the US with annual sales
of $227 million.
Upper Respiratory Tract Infection (URI)
Management Today
1. Viral respiratory tract infections, “colds” are the
most common acute illness in humans and the
most common reason for an urgent office visit. 1
2. Adults average 2-4 colds annually.
3. The estimated total annual economic impact of
non-influenza viral URIs is ~$40 billion in the US
alone.2
4. There is no role for radiologic or lab studies in the
diagnosis or treatment of URIs.
1. Cooper RJ. Ann Intern Med. 2001, 134: 509-517
2. Fendrick A. Arch Intern Med 2003;163:487-94
Potential mHealth Solutions for the
Common Cold
• iPhone-linked thermometer that
tracts symptoms, informs you of
others in same community with
similar symptoms, and sends
information to provider’s office
• Tyto handheld remote physical
exam linked to provider.
• In the near future, POC salivary
tests for home diagnosis of exact
pathogen.
Temperature
Mouth & Throat
Lungs
Ear
Eye
Heart
Skin
Urinary Tract Infections
1. Most common bacterial infections in adults. 1
2. Accounts for roughly 7 million office visits, 1
million ER visits and 100,000 hospitalizations
annually. 1
3. UTIs are responsible for an estimated cost of $2
billion dollar annually. 1
4. Only ~50% of women presenting with symptoms
concerning for UTI are actually diagnosed as
having one after evaluation.2
1. Foxman B. The American Journal of Medicine. 2002;113:5-13.
2. Bent S. JAMA. 2002;287(20):2701-2710.
mHealth Solutions for the Home Diagnosis
of UTI
1. Mohan R. PLoS One 2011;6(10):e26846.
• Several mobile devices are designed
for at-home urinalysis with analytic,
tracking and transmission capability.
• Future advances will likely allow for
the detection of both the presence
of infection and the exact pathogen
via a mobile electrochemical
biosensor .1
Otitis Media
1. Recurrent ear infection is the most common
acute complaint of children leading to ~30 million
pediatrician visits annually.1
2. Responsible for annual costs over $5 billion
dollars, not including lost work time by family
caregivers. 1
3. For every 100 children utilizing a healthcare
service because of their parent’s suspicion for an
acute ear infection, only 50 are actually
diagnosed to have an ear infections.2
1. Bondy J. Pediatrics 2000;105(6):e72.
2. Laine MK Pediatrics 2010;125(5):e1154-e1161.
Home Diagnosis of Otitis Media –
Smartphone Otoscope
•By giving parents the ability
to digitally image their
child’s tympanic membranes
at home with a smartphone-
based otoscope a substantial
percentage of office visits
could potentially be
prevented with remote
image transmission and
diagnosis
What our “Best Friends” can Teach
Us About Disease Detection.
• Dogs have, on average 170 cm2 of olfactory
epithelium relative to 10 cm2 in humans.
• They have roughly 200 million olfactory
receptors compared to our ~5 million.
• Their sense of smell is estimated to be
~1,000,000 x more efficient than ours.
• Prior studies have found that trained dogs
have > 90% accuracy for detecting cancers
in exhaled breath.
McCulloch M. Integr Cancer Ther 2006;5:30-39
10 October 2012
Smartphone Breath Analysis for
Cancer Detection
Lung Cancer
Colon Cancer
Breast Cancer
Peng G. Nature Nanotechnology 2009;4:669-73
mHealth Technologies to Improve
Outcomes
1.What is mhealth , how did we get here, and
why should we care?
2.Examples of how mhealth can transform
healthcare.
3.Where is the evidence?
4.What will it mean for providers?
The Evidence for Connected Health
May 30, 1996
• 1396 veterans with DM, COPD or HF
• Over 6 months “connected” cohort had 68% more
PCP contacts and an average of 7.5 calls with a
primary care nurse c/w 0 in control cohort.
• Connected patients were much more satisfied
(p<0.001) but no difference in QOL.
• Connected patients experienced significantly greater
readmissions (p=0.005) per month and hospital days
(p=0.041).
The Evidence to Date
• 179 GP clinics in England, 3230 individuals with
DM, COPD or HF
• Intervention clinics incorporated mobile devices;
BP, pulse ox, scales, glucometers… plus symptom
questions and educational messages.
• At 12 months sig decrease in admissions (OR 0.82,
p=0.017) and unadj. mortality (OR 0.54, p=<0.001).
• However, the difference in admissions was limited
to only the first 3 months and was due to a marked
increase in control admissions.
• No change in PCP contacts, QOL or psychological
(anxiety, depression..) outcomes.
“…high quality
adequately powered
trials of optimised
interventions are
required to evaluate
effects on objective
outcomes.”
“The paucity of
evidence calls for
much needed future
research...”
“High quality trials
measuring clinical
outcomes are
needed.”
January 2013
January 2013
Incorporation
of mHealth
into Existing
Systems of
Care
Steam Engine Electric Dynamo
David Paul A. American Economic Review 1990;80:355-61
“Productivity Paradox”
Systems of care need to be re-engineered around
the capabilities that mhealth tools provide.
mHealth Technologies to Improve
Outcomes
1.What is mhealth , how did we get here, and
why should we care?
2.Examples of how mhealth can transform
healthcare.
3.Where is the evidence?
4.What will it mean for providers?
Transitioning from this….
…to this.
Healthcare Providers: Much Room for
Improvement
1. In general, physicians are unsatisfied with their careers:1
 Morale considered poor to very poor by 80% of physicians.
 Two-thirds would not recommend it to younger individuals
 One-third, if given the chance, would no longer choose to be a
physician.
2. ~80% of physicians rate the doctor-patient relationship to be
the most satisfying aspect of their work.1 However,
 Today, average face-to-face time with a patient is ~10 minutes2
 It would take between 11-18 hours daily for a PCP to provide
just the preventative and chronic disease management
required for a typical patient compliment. 3,4
1. http://www.physiciansfoundation.org/
2. Gottschalk A. Annals of family medicine 2005;3(6):488-493.
3. Yarnall KS. American journal of public health 2003;93(4):635-641
4. Ostbye T. Annals of family medicine 2005;3(3):209-214
What mHealth can Mean for Healthcare
Providers
1. mHealth technologies will dramatically change the
practice of medicine, which, at first blush is very
concerning to physicians.
2. However mHealth will eventually free physicians of
being directly involved in precision, algorithmic
medicine that currently takes up a majority of their
day.
3. Instead providers will regain their primary role as a
diagnostician and educator allowing for longer and
more rewarding interactions for both patients and
providers.
Wellness
Diabetes
Healthcare Team
Personalized Predictive Analytics
Learning Healthcare System
Physician (diagnostician,
educator), nurse,
pharmacist, dietician,
physical therapist, ITRespiratory
Home Diagnostics
Hypertension
Watson is now “…the size of three pizza
boxes stacked up. It's also 24 times faster
and has seen a 2,400 percent
improvement in performance.”
Based on my genotype and
sensor data, what is the
best treatment for me?
2012

More Related Content

What's hot

Impact of influenza exposure among pregnant women dodds cmaj 2007
Impact of influenza exposure among pregnant women dodds cmaj 2007Impact of influenza exposure among pregnant women dodds cmaj 2007
Impact of influenza exposure among pregnant women dodds cmaj 2007
Ruth Vargas Gonzales
 
Scourge of tetanus
Scourge of tetanusScourge of tetanus
Big data for prevention - Clinical applications in Israel
Big data for prevention - Clinical applications in IsraelBig data for prevention - Clinical applications in Israel
Big data for prevention - Clinical applications in Israel
WHO Regional Office for Europe
 
29 nov pct guided antibiotic use
29 nov pct guided antibiotic use29 nov pct guided antibiotic use
29 nov pct guided antibiotic use
PathKind Labs
 
Clinical Characteristics and Risk Factors for Severe COVID-19 infections in M...
Clinical Characteristics and Risk Factors for Severe COVID-19 infections in M...Clinical Characteristics and Risk Factors for Severe COVID-19 infections in M...
Clinical Characteristics and Risk Factors for Severe COVID-19 infections in M...
Institute for Clinical Research (ICR)
 
2014 Report: Medicines in Development for HIV/AIDS
2014 Report: Medicines in Development for HIV/AIDS2014 Report: Medicines in Development for HIV/AIDS
2014 Report: Medicines in Development for HIV/AIDS
PhRMA
 
Vaccination in adults - Slideset by Professor Paolo Bonanni
Vaccination in adults - Slideset by Professor Paolo BonanniVaccination in adults - Slideset by Professor Paolo Bonanni
Vaccination in adults - Slideset by Professor Paolo Bonanni
WAidid
 
Dr. Ceire Costelloe (Imperial College London) - Data-driven systems medicine
Dr. Ceire Costelloe (Imperial College London) - Data-driven systems medicineDr. Ceire Costelloe (Imperial College London) - Data-driven systems medicine
Dr. Ceire Costelloe (Imperial College London) - Data-driven systems medicine
mntbs1
 
Impact of small ruminant diseases on different household members in Ethiopia
Impact of small ruminant diseases on different household members in EthiopiaImpact of small ruminant diseases on different household members in Ethiopia
Impact of small ruminant diseases on different household members in Ethiopia
ILRI
 
American Holocaust
American HolocaustAmerican Holocaust
American Holocaust
Ray Gebauer
 
Vaccine salus-humetrix-2021-09-22-v2
Vaccine salus-humetrix-2021-09-22-v2Vaccine salus-humetrix-2021-09-22-v2
Vaccine salus-humetrix-2021-09-22-v2
ArtFriesz
 
RNTCP
RNTCPRNTCP
K health ieeems2015
K health ieeems2015K health ieeems2015
K health ieeems2015
Pramod Anantharam
 
Dr. Jennifer Koeman - Influenza Surveillance Program: Animal and Public Healt...
Dr. Jennifer Koeman - Influenza Surveillance Program: Animal and Public Healt...Dr. Jennifer Koeman - Influenza Surveillance Program: Animal and Public Healt...
Dr. Jennifer Koeman - Influenza Surveillance Program: Animal and Public Healt...
John Blue
 
201911 - Tripodi - Immunoterapia specifica alla luce della e-mobile health?
201911 - Tripodi - Immunoterapia specifica alla luce della e-mobile health?201911 - Tripodi - Immunoterapia specifica alla luce della e-mobile health?
201911 - Tripodi - Immunoterapia specifica alla luce della e-mobile health?
Asmallergie
 
Rntcp with emphasis on recent advances
Rntcp with emphasis on recent advancesRntcp with emphasis on recent advances
Rntcp with emphasis on recent advances
Sourav Pattanayak
 
Vitamin D and COVID-19
Vitamin D and COVID-19Vitamin D and COVID-19
Vitamin D and COVID-19
ChrisMasterjohn1
 

What's hot (17)

Impact of influenza exposure among pregnant women dodds cmaj 2007
Impact of influenza exposure among pregnant women dodds cmaj 2007Impact of influenza exposure among pregnant women dodds cmaj 2007
Impact of influenza exposure among pregnant women dodds cmaj 2007
 
Scourge of tetanus
Scourge of tetanusScourge of tetanus
Scourge of tetanus
 
Big data for prevention - Clinical applications in Israel
Big data for prevention - Clinical applications in IsraelBig data for prevention - Clinical applications in Israel
Big data for prevention - Clinical applications in Israel
 
29 nov pct guided antibiotic use
29 nov pct guided antibiotic use29 nov pct guided antibiotic use
29 nov pct guided antibiotic use
 
Clinical Characteristics and Risk Factors for Severe COVID-19 infections in M...
Clinical Characteristics and Risk Factors for Severe COVID-19 infections in M...Clinical Characteristics and Risk Factors for Severe COVID-19 infections in M...
Clinical Characteristics and Risk Factors for Severe COVID-19 infections in M...
 
2014 Report: Medicines in Development for HIV/AIDS
2014 Report: Medicines in Development for HIV/AIDS2014 Report: Medicines in Development for HIV/AIDS
2014 Report: Medicines in Development for HIV/AIDS
 
Vaccination in adults - Slideset by Professor Paolo Bonanni
Vaccination in adults - Slideset by Professor Paolo BonanniVaccination in adults - Slideset by Professor Paolo Bonanni
Vaccination in adults - Slideset by Professor Paolo Bonanni
 
Dr. Ceire Costelloe (Imperial College London) - Data-driven systems medicine
Dr. Ceire Costelloe (Imperial College London) - Data-driven systems medicineDr. Ceire Costelloe (Imperial College London) - Data-driven systems medicine
Dr. Ceire Costelloe (Imperial College London) - Data-driven systems medicine
 
Impact of small ruminant diseases on different household members in Ethiopia
Impact of small ruminant diseases on different household members in EthiopiaImpact of small ruminant diseases on different household members in Ethiopia
Impact of small ruminant diseases on different household members in Ethiopia
 
American Holocaust
American HolocaustAmerican Holocaust
American Holocaust
 
Vaccine salus-humetrix-2021-09-22-v2
Vaccine salus-humetrix-2021-09-22-v2Vaccine salus-humetrix-2021-09-22-v2
Vaccine salus-humetrix-2021-09-22-v2
 
RNTCP
RNTCPRNTCP
RNTCP
 
K health ieeems2015
K health ieeems2015K health ieeems2015
K health ieeems2015
 
Dr. Jennifer Koeman - Influenza Surveillance Program: Animal and Public Healt...
Dr. Jennifer Koeman - Influenza Surveillance Program: Animal and Public Healt...Dr. Jennifer Koeman - Influenza Surveillance Program: Animal and Public Healt...
Dr. Jennifer Koeman - Influenza Surveillance Program: Animal and Public Healt...
 
201911 - Tripodi - Immunoterapia specifica alla luce della e-mobile health?
201911 - Tripodi - Immunoterapia specifica alla luce della e-mobile health?201911 - Tripodi - Immunoterapia specifica alla luce della e-mobile health?
201911 - Tripodi - Immunoterapia specifica alla luce della e-mobile health?
 
Rntcp with emphasis on recent advances
Rntcp with emphasis on recent advancesRntcp with emphasis on recent advances
Rntcp with emphasis on recent advances
 
Vitamin D and COVID-19
Vitamin D and COVID-19Vitamin D and COVID-19
Vitamin D and COVID-19
 

Viewers also liked

Mmc rest api user groups
Mmc rest api user groupsMmc rest api user groups
Mmc rest api user groups
Khan625
 
عندما يمرر قانون يجبر الراكب الخلفي بحزام الأمان
عندما يمرر قانون يجبر الراكب الخلفي بحزام الأمانعندما يمرر قانون يجبر الراكب الخلفي بحزام الأمان
عندما يمرر قانون يجبر الراكب الخلفي بحزام الأمان
BOUNOUA ROUISSAT
 
PROYECTO EDUCATICO santiago apóstol
PROYECTO EDUCATICO santiago apóstol PROYECTO EDUCATICO santiago apóstol
PROYECTO EDUCATICO santiago apóstol
Villadangos
 
Java Basics
Java BasicsJava Basics
Java Basics
Khan625
 
Mapa conceptual Colas
Mapa conceptual ColasMapa conceptual Colas
Mapa conceptual Colas
aponteuniv
 
Myanmar_ Investment Guide _ Book 2 (GER)
Myanmar_ Investment Guide _ Book 2 (GER) Myanmar_ Investment Guide _ Book 2 (GER)
Myanmar_ Investment Guide _ Book 2 (GER)
Dr. Oliver Massmann
 
Imagínate. Inspíranos. La imagen: cómo construirla, cultivarla y preservarla ...
Imagínate. Inspíranos. La imagen: cómo construirla, cultivarla y preservarla ...Imagínate. Inspíranos. La imagen: cómo construirla, cultivarla y preservarla ...
Imagínate. Inspíranos. La imagen: cómo construirla, cultivarla y preservarla ...
Ángela Paloma Martín
 
Uricemia e medicina di segnale
Uricemia e medicina di segnaleUricemia e medicina di segnale
Uricemia e medicina di segnale
Carlo Maggio
 
2. Santiago 1.2-8
2. Santiago 1.2-82. Santiago 1.2-8
2. Santiago 1.2-8
Amy Greenwood
 
Как не потерять продукт на завершающем этапе — Максим Кирилычев
Как не потерять продукт на завершающем этапе — Максим Кирилычев Как не потерять продукт на завершающем этапе — Максим Кирилычев
Как не потерять продукт на завершающем этапе — Максим Кирилычев
Zephyrlab
 
Интранет-портал для Правительства Московской области — Роман Квартальнов, Рус...
Интранет-портал для Правительства Московской области — Роман Квартальнов, Рус...Интранет-портал для Правительства Московской области — Роман Квартальнов, Рус...
Интранет-портал для Правительства Московской области — Роман Квартальнов, Рус...
Zephyrlab
 
Apresentação comercial Brave Uniformes 2016
Apresentação comercial Brave Uniformes 2016Apresentação comercial Brave Uniformes 2016
Apresentação comercial Brave Uniformes 2016
Leandro Menna
 
Muscles of mastication /certified fixed orthodontic courses by Indian dental ...
Muscles of mastication /certified fixed orthodontic courses by Indian dental ...Muscles of mastication /certified fixed orthodontic courses by Indian dental ...
Muscles of mastication /certified fixed orthodontic courses by Indian dental ...
Indian dental academy
 
Maven Introduction
Maven IntroductionMaven Introduction
Maven Introduction
Sandeep Chawla
 
Techniques of dental impression making/ dental education in india
Techniques of dental  impression making/ dental education in indiaTechniques of dental  impression making/ dental education in india
Techniques of dental impression making/ dental education in india
Indian dental academy
 
JMNeyrey CV 2015 - sales
JMNeyrey CV 2015 - salesJMNeyrey CV 2015 - sales
JMNeyrey CV 2015 - sales
John Michael Neyrey
 

Viewers also liked (17)

Mmc rest api user groups
Mmc rest api user groupsMmc rest api user groups
Mmc rest api user groups
 
Memori Biyan
Memori BiyanMemori Biyan
Memori Biyan
 
عندما يمرر قانون يجبر الراكب الخلفي بحزام الأمان
عندما يمرر قانون يجبر الراكب الخلفي بحزام الأمانعندما يمرر قانون يجبر الراكب الخلفي بحزام الأمان
عندما يمرر قانون يجبر الراكب الخلفي بحزام الأمان
 
PROYECTO EDUCATICO santiago apóstol
PROYECTO EDUCATICO santiago apóstol PROYECTO EDUCATICO santiago apóstol
PROYECTO EDUCATICO santiago apóstol
 
Java Basics
Java BasicsJava Basics
Java Basics
 
Mapa conceptual Colas
Mapa conceptual ColasMapa conceptual Colas
Mapa conceptual Colas
 
Myanmar_ Investment Guide _ Book 2 (GER)
Myanmar_ Investment Guide _ Book 2 (GER) Myanmar_ Investment Guide _ Book 2 (GER)
Myanmar_ Investment Guide _ Book 2 (GER)
 
Imagínate. Inspíranos. La imagen: cómo construirla, cultivarla y preservarla ...
Imagínate. Inspíranos. La imagen: cómo construirla, cultivarla y preservarla ...Imagínate. Inspíranos. La imagen: cómo construirla, cultivarla y preservarla ...
Imagínate. Inspíranos. La imagen: cómo construirla, cultivarla y preservarla ...
 
Uricemia e medicina di segnale
Uricemia e medicina di segnaleUricemia e medicina di segnale
Uricemia e medicina di segnale
 
2. Santiago 1.2-8
2. Santiago 1.2-82. Santiago 1.2-8
2. Santiago 1.2-8
 
Как не потерять продукт на завершающем этапе — Максим Кирилычев
Как не потерять продукт на завершающем этапе — Максим Кирилычев Как не потерять продукт на завершающем этапе — Максим Кирилычев
Как не потерять продукт на завершающем этапе — Максим Кирилычев
 
Интранет-портал для Правительства Московской области — Роман Квартальнов, Рус...
Интранет-портал для Правительства Московской области — Роман Квартальнов, Рус...Интранет-портал для Правительства Московской области — Роман Квартальнов, Рус...
Интранет-портал для Правительства Московской области — Роман Квартальнов, Рус...
 
Apresentação comercial Brave Uniformes 2016
Apresentação comercial Brave Uniformes 2016Apresentação comercial Brave Uniformes 2016
Apresentação comercial Brave Uniformes 2016
 
Muscles of mastication /certified fixed orthodontic courses by Indian dental ...
Muscles of mastication /certified fixed orthodontic courses by Indian dental ...Muscles of mastication /certified fixed orthodontic courses by Indian dental ...
Muscles of mastication /certified fixed orthodontic courses by Indian dental ...
 
Maven Introduction
Maven IntroductionMaven Introduction
Maven Introduction
 
Techniques of dental impression making/ dental education in india
Techniques of dental  impression making/ dental education in indiaTechniques of dental  impression making/ dental education in india
Techniques of dental impression making/ dental education in india
 
JMNeyrey CV 2015 - sales
JMNeyrey CV 2015 - salesJMNeyrey CV 2015 - sales
JMNeyrey CV 2015 - sales
 

Similar to Scripps lj grand rounds

Health2 150416154304-conversion-gate01
Health2 150416154304-conversion-gate01Health2 150416154304-conversion-gate01
Health2 150416154304-conversion-gate01
Adam Rex
 
Mobile Health at Ochsner: The Apple HealthKit and Epic EMR Integration
Mobile Health at Ochsner: The Apple HealthKit and Epic EMR IntegrationMobile Health at Ochsner: The Apple HealthKit and Epic EMR Integration
Mobile Health at Ochsner: The Apple HealthKit and Epic EMR Integration
Rahlyn Gossen
 
Big Data and the Promise and Pitfalls when Applied to Disease Prevention and ...
Big Data and the Promise and Pitfalls when Applied to Disease Prevention and ...Big Data and the Promise and Pitfalls when Applied to Disease Prevention and ...
Big Data and the Promise and Pitfalls when Applied to Disease Prevention and ...
Philip Bourne
 
Health Promotion and health policy merged.pdf
Health Promotion and health policy merged.pdfHealth Promotion and health policy merged.pdf
Health Promotion and health policy merged.pdf
DuaaSaqriRamahi
 
Health Promotion and health policy merged.pdf
Health Promotion and health policy merged.pdfHealth Promotion and health policy merged.pdf
Health Promotion and health policy merged.pdf
DuaaSaqriRamahi
 
Intel - eHealth 2013 - 3rd industry and hit final
Intel - eHealth 2013 - 3rd industry and hit finalIntel - eHealth 2013 - 3rd industry and hit final
Intel - eHealth 2013 - 3rd industry and hit final
Agora Group
 
Submit20your20 powerpoint20file20here bernardp11_attempt_2012-12-05-21-24-27_...
Submit20your20 powerpoint20file20here bernardp11_attempt_2012-12-05-21-24-27_...Submit20your20 powerpoint20file20here bernardp11_attempt_2012-12-05-21-24-27_...
Submit20your20 powerpoint20file20here bernardp11_attempt_2012-12-05-21-24-27_...
Xiaoming Zeng
 
iHT² Health IT Summit San Diego - “Medicine Unplugged: Bringing the Solution ...
iHT² Health IT Summit San Diego - “Medicine Unplugged: Bringing the Solution ...iHT² Health IT Summit San Diego - “Medicine Unplugged: Bringing the Solution ...
iHT² Health IT Summit San Diego - “Medicine Unplugged: Bringing the Solution ...
Health IT Conference – iHT2
 
2 stanford talkdyer
2 stanford talkdyer2 stanford talkdyer
2 stanford talkdyer
Mobile Health at Stanford
 
Antibiotic Resistance: Medical and Public Health Directions
Antibiotic Resistance: Medical and Public Health DirectionsAntibiotic Resistance: Medical and Public Health Directions
Antibiotic Resistance: Medical and Public Health Directions
National Pork Board
 
Middleton.Cgu2005v6
Middleton.Cgu2005v6Middleton.Cgu2005v6
Middleton.Cgu2005v6
Blackford Middleton
 
Being Tuned into the Fiscally Constrained Hydraulic Health System of the Futu...
Being Tuned into the Fiscally Constrained Hydraulic Health System of the Futu...Being Tuned into the Fiscally Constrained Hydraulic Health System of the Futu...
Being Tuned into the Fiscally Constrained Hydraulic Health System of the Futu...
MaRS Discovery District
 
The Potential Use of Mobile and Wearable Sensor Devices in the Management of ...
The Potential Use of Mobile and Wearable Sensor Devices in the Management of ...The Potential Use of Mobile and Wearable Sensor Devices in the Management of ...
The Potential Use of Mobile and Wearable Sensor Devices in the Management of ...
Tim Delany
 
Clinical Information Systems in Global Health Care
Clinical Information Systems in Global Health CareClinical Information Systems in Global Health Care
Clinical Information Systems in Global Health Care
Felix Chisoni
 
HIV and Primary Care Transformation baltimore 5 21
HIV and Primary Care Transformation baltimore 5 21HIV and Primary Care Transformation baltimore 5 21
HIV and Primary Care Transformation baltimore 5 21
sbromer
 
Pavia wsp october 2011
Pavia wsp october 2011Pavia wsp october 2011
Pavia wsp october 2011
Australian Medical Council Limited
 
Learning outcome 1The chronicity of COPD allows for self manage.docx
 Learning outcome 1The chronicity of COPD allows for self manage.docx Learning outcome 1The chronicity of COPD allows for self manage.docx
Learning outcome 1The chronicity of COPD allows for self manage.docx
aryan532920
 
Prescription Medicines: International Costs in Context
Prescription Medicines: International Costs in ContextPrescription Medicines: International Costs in Context
Prescription Medicines: International Costs in Context
PhRMA
 
Covid and Mental Health: Leadership Essentials
Covid and Mental Health: Leadership EssentialsCovid and Mental Health: Leadership Essentials
Covid and Mental Health: Leadership Essentials
Professor Jim McManus AFBPsS,FFPH,CSci, FRSB, CPsychol
 
Covid 19 Syndemic Impact on Mental Health
Covid 19 Syndemic Impact on Mental HealthCovid 19 Syndemic Impact on Mental Health
Covid 19 Syndemic Impact on Mental Health
Professor Jim McManus AFBPsS,FFPH,CSci, FRSB, CPsychol
 

Similar to Scripps lj grand rounds (20)

Health2 150416154304-conversion-gate01
Health2 150416154304-conversion-gate01Health2 150416154304-conversion-gate01
Health2 150416154304-conversion-gate01
 
Mobile Health at Ochsner: The Apple HealthKit and Epic EMR Integration
Mobile Health at Ochsner: The Apple HealthKit and Epic EMR IntegrationMobile Health at Ochsner: The Apple HealthKit and Epic EMR Integration
Mobile Health at Ochsner: The Apple HealthKit and Epic EMR Integration
 
Big Data and the Promise and Pitfalls when Applied to Disease Prevention and ...
Big Data and the Promise and Pitfalls when Applied to Disease Prevention and ...Big Data and the Promise and Pitfalls when Applied to Disease Prevention and ...
Big Data and the Promise and Pitfalls when Applied to Disease Prevention and ...
 
Health Promotion and health policy merged.pdf
Health Promotion and health policy merged.pdfHealth Promotion and health policy merged.pdf
Health Promotion and health policy merged.pdf
 
Health Promotion and health policy merged.pdf
Health Promotion and health policy merged.pdfHealth Promotion and health policy merged.pdf
Health Promotion and health policy merged.pdf
 
Intel - eHealth 2013 - 3rd industry and hit final
Intel - eHealth 2013 - 3rd industry and hit finalIntel - eHealth 2013 - 3rd industry and hit final
Intel - eHealth 2013 - 3rd industry and hit final
 
Submit20your20 powerpoint20file20here bernardp11_attempt_2012-12-05-21-24-27_...
Submit20your20 powerpoint20file20here bernardp11_attempt_2012-12-05-21-24-27_...Submit20your20 powerpoint20file20here bernardp11_attempt_2012-12-05-21-24-27_...
Submit20your20 powerpoint20file20here bernardp11_attempt_2012-12-05-21-24-27_...
 
iHT² Health IT Summit San Diego - “Medicine Unplugged: Bringing the Solution ...
iHT² Health IT Summit San Diego - “Medicine Unplugged: Bringing the Solution ...iHT² Health IT Summit San Diego - “Medicine Unplugged: Bringing the Solution ...
iHT² Health IT Summit San Diego - “Medicine Unplugged: Bringing the Solution ...
 
2 stanford talkdyer
2 stanford talkdyer2 stanford talkdyer
2 stanford talkdyer
 
Antibiotic Resistance: Medical and Public Health Directions
Antibiotic Resistance: Medical and Public Health DirectionsAntibiotic Resistance: Medical and Public Health Directions
Antibiotic Resistance: Medical and Public Health Directions
 
Middleton.Cgu2005v6
Middleton.Cgu2005v6Middleton.Cgu2005v6
Middleton.Cgu2005v6
 
Being Tuned into the Fiscally Constrained Hydraulic Health System of the Futu...
Being Tuned into the Fiscally Constrained Hydraulic Health System of the Futu...Being Tuned into the Fiscally Constrained Hydraulic Health System of the Futu...
Being Tuned into the Fiscally Constrained Hydraulic Health System of the Futu...
 
The Potential Use of Mobile and Wearable Sensor Devices in the Management of ...
The Potential Use of Mobile and Wearable Sensor Devices in the Management of ...The Potential Use of Mobile and Wearable Sensor Devices in the Management of ...
The Potential Use of Mobile and Wearable Sensor Devices in the Management of ...
 
Clinical Information Systems in Global Health Care
Clinical Information Systems in Global Health CareClinical Information Systems in Global Health Care
Clinical Information Systems in Global Health Care
 
HIV and Primary Care Transformation baltimore 5 21
HIV and Primary Care Transformation baltimore 5 21HIV and Primary Care Transformation baltimore 5 21
HIV and Primary Care Transformation baltimore 5 21
 
Pavia wsp october 2011
Pavia wsp october 2011Pavia wsp october 2011
Pavia wsp october 2011
 
Learning outcome 1The chronicity of COPD allows for self manage.docx
 Learning outcome 1The chronicity of COPD allows for self manage.docx Learning outcome 1The chronicity of COPD allows for self manage.docx
Learning outcome 1The chronicity of COPD allows for self manage.docx
 
Prescription Medicines: International Costs in Context
Prescription Medicines: International Costs in ContextPrescription Medicines: International Costs in Context
Prescription Medicines: International Costs in Context
 
Covid and Mental Health: Leadership Essentials
Covid and Mental Health: Leadership EssentialsCovid and Mental Health: Leadership Essentials
Covid and Mental Health: Leadership Essentials
 
Covid 19 Syndemic Impact on Mental Health
Covid 19 Syndemic Impact on Mental HealthCovid 19 Syndemic Impact on Mental Health
Covid 19 Syndemic Impact on Mental Health
 

More from 3GDR

HorseTech Conference Cheltenham 15/16 March 2022
HorseTech Conference Cheltenham 15/16 March 2022HorseTech Conference Cheltenham 15/16 March 2022
HorseTech Conference Cheltenham 15/16 March 2022
3GDR
 
DOCTORS AND SOCIAL MEDIA webinar (delivered by Liz Price, MDDUS senior risk a...
DOCTORS AND SOCIAL MEDIA webinar (delivered by Liz Price, MDDUS senior risk a...DOCTORS AND SOCIAL MEDIA webinar (delivered by Liz Price, MDDUS senior risk a...
DOCTORS AND SOCIAL MEDIA webinar (delivered by Liz Price, MDDUS senior risk a...
3GDR
 
How would the Born Mobile redesign Medicine and the future role of the Doctor.
How would the Born Mobile redesign Medicine and the future role of the Doctor.How would the Born Mobile redesign Medicine and the future role of the Doctor.
How would the Born Mobile redesign Medicine and the future role of the Doctor.
3GDR
 
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
3GDR
 
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
3GDR
 
Mobile Health: the enable of Empowered Patients
Mobile Health: the enable of Empowered PatientsMobile Health: the enable of Empowered Patients
Mobile Health: the enable of Empowered Patients
3GDR
 
Mobile Health: the enable of Empowered Patients
Mobile Health: the enable of Empowered PatientsMobile Health: the enable of Empowered Patients
Mobile Health: the enable of Empowered Patients
3GDR
 
The Future Role of the Doctor
The Future Role of the DoctorThe Future Role of the Doctor
The Future Role of the Doctor
3GDR
 
How would the Born Mobile redesign Medicine
How would the Born Mobile redesign MedicineHow would the Born Mobile redesign Medicine
How would the Born Mobile redesign Medicine
3GDR
 
Introduction to gdpr
Introduction to gdprIntroduction to gdpr
Introduction to gdpr
3GDR
 
Irish HSE EHR strategic business case master briefing deck v1.4
Irish HSE EHR strategic business case master briefing deck v1.4Irish HSE EHR strategic business case master briefing deck v1.4
Irish HSE EHR strategic business case master briefing deck v1.4
3GDR
 
Alan Connor, eHealth Ireland
Alan Connor, eHealth IrelandAlan Connor, eHealth Ireland
Alan Connor, eHealth Ireland
3GDR
 
Can mobiles save lives by Dr Line Kleinebreil (WHO Consultant)
Can mobiles save lives by Dr Line Kleinebreil (WHO Consultant)Can mobiles save lives by Dr Line Kleinebreil (WHO Consultant)
Can mobiles save lives by Dr Line Kleinebreil (WHO Consultant)
3GDR
 
Request for Expressions of Interest: The EU mHealth Hub (17 August 2017)
Request for Expressions of Interest: The EU mHealth Hub (17 August 2017)Request for Expressions of Interest: The EU mHealth Hub (17 August 2017)
Request for Expressions of Interest: The EU mHealth Hub (17 August 2017)
3GDR
 
Things you need to know about info governance to sell healthtech products int...
Things you need to know about info governance to sell healthtech products int...Things you need to know about info governance to sell healthtech products int...
Things you need to know about info governance to sell healthtech products int...
3GDR
 
5G World: Better Networks for Better Healthcare
5G World: Better Networks for Better Healthcare 5G World: Better Networks for Better Healthcare
5G World: Better Networks for Better Healthcare
3GDR
 
Notes on a talk on “Pricing and evaluating Orphan Drugs – present and future”...
Notes on a talk on “Pricing and evaluating Orphan Drugs – present and future”...Notes on a talk on “Pricing and evaluating Orphan Drugs – present and future”...
Notes on a talk on “Pricing and evaluating Orphan Drugs – present and future”...
3GDR
 
Digital Health a call for Government Leadership and cooperation between ICT a...
Digital Health a call for Government Leadership and cooperation between ICT a...Digital Health a call for Government Leadership and cooperation between ICT a...
Digital Health a call for Government Leadership and cooperation between ICT a...
3GDR
 
The importance of post-marketing registries for payers and regulators to mana...
The importance of post-marketing registries for payers and regulators to mana...The importance of post-marketing registries for payers and regulators to mana...
The importance of post-marketing registries for payers and regulators to mana...
3GDR
 
Deriving more value from real world evidence to ensure timely access of medic...
Deriving more value from real world evidence to ensure timely access of medic...Deriving more value from real world evidence to ensure timely access of medic...
Deriving more value from real world evidence to ensure timely access of medic...
3GDR
 

More from 3GDR (20)

HorseTech Conference Cheltenham 15/16 March 2022
HorseTech Conference Cheltenham 15/16 March 2022HorseTech Conference Cheltenham 15/16 March 2022
HorseTech Conference Cheltenham 15/16 March 2022
 
DOCTORS AND SOCIAL MEDIA webinar (delivered by Liz Price, MDDUS senior risk a...
DOCTORS AND SOCIAL MEDIA webinar (delivered by Liz Price, MDDUS senior risk a...DOCTORS AND SOCIAL MEDIA webinar (delivered by Liz Price, MDDUS senior risk a...
DOCTORS AND SOCIAL MEDIA webinar (delivered by Liz Price, MDDUS senior risk a...
 
How would the Born Mobile redesign Medicine and the future role of the Doctor.
How would the Born Mobile redesign Medicine and the future role of the Doctor.How would the Born Mobile redesign Medicine and the future role of the Doctor.
How would the Born Mobile redesign Medicine and the future role of the Doctor.
 
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
 
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
Royal Pharmaceutical Society UCL School of Pharmacy New Year Lecture 2019
 
Mobile Health: the enable of Empowered Patients
Mobile Health: the enable of Empowered PatientsMobile Health: the enable of Empowered Patients
Mobile Health: the enable of Empowered Patients
 
Mobile Health: the enable of Empowered Patients
Mobile Health: the enable of Empowered PatientsMobile Health: the enable of Empowered Patients
Mobile Health: the enable of Empowered Patients
 
The Future Role of the Doctor
The Future Role of the DoctorThe Future Role of the Doctor
The Future Role of the Doctor
 
How would the Born Mobile redesign Medicine
How would the Born Mobile redesign MedicineHow would the Born Mobile redesign Medicine
How would the Born Mobile redesign Medicine
 
Introduction to gdpr
Introduction to gdprIntroduction to gdpr
Introduction to gdpr
 
Irish HSE EHR strategic business case master briefing deck v1.4
Irish HSE EHR strategic business case master briefing deck v1.4Irish HSE EHR strategic business case master briefing deck v1.4
Irish HSE EHR strategic business case master briefing deck v1.4
 
Alan Connor, eHealth Ireland
Alan Connor, eHealth IrelandAlan Connor, eHealth Ireland
Alan Connor, eHealth Ireland
 
Can mobiles save lives by Dr Line Kleinebreil (WHO Consultant)
Can mobiles save lives by Dr Line Kleinebreil (WHO Consultant)Can mobiles save lives by Dr Line Kleinebreil (WHO Consultant)
Can mobiles save lives by Dr Line Kleinebreil (WHO Consultant)
 
Request for Expressions of Interest: The EU mHealth Hub (17 August 2017)
Request for Expressions of Interest: The EU mHealth Hub (17 August 2017)Request for Expressions of Interest: The EU mHealth Hub (17 August 2017)
Request for Expressions of Interest: The EU mHealth Hub (17 August 2017)
 
Things you need to know about info governance to sell healthtech products int...
Things you need to know about info governance to sell healthtech products int...Things you need to know about info governance to sell healthtech products int...
Things you need to know about info governance to sell healthtech products int...
 
5G World: Better Networks for Better Healthcare
5G World: Better Networks for Better Healthcare 5G World: Better Networks for Better Healthcare
5G World: Better Networks for Better Healthcare
 
Notes on a talk on “Pricing and evaluating Orphan Drugs – present and future”...
Notes on a talk on “Pricing and evaluating Orphan Drugs – present and future”...Notes on a talk on “Pricing and evaluating Orphan Drugs – present and future”...
Notes on a talk on “Pricing and evaluating Orphan Drugs – present and future”...
 
Digital Health a call for Government Leadership and cooperation between ICT a...
Digital Health a call for Government Leadership and cooperation between ICT a...Digital Health a call for Government Leadership and cooperation between ICT a...
Digital Health a call for Government Leadership and cooperation between ICT a...
 
The importance of post-marketing registries for payers and regulators to mana...
The importance of post-marketing registries for payers and regulators to mana...The importance of post-marketing registries for payers and regulators to mana...
The importance of post-marketing registries for payers and regulators to mana...
 
Deriving more value from real world evidence to ensure timely access of medic...
Deriving more value from real world evidence to ensure timely access of medic...Deriving more value from real world evidence to ensure timely access of medic...
Deriving more value from real world evidence to ensure timely access of medic...
 

Recently uploaded

HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUHCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
panagenda
 
Astute Business Solutions | Oracle Cloud Partner |
Astute Business Solutions | Oracle Cloud Partner |Astute Business Solutions | Oracle Cloud Partner |
Astute Business Solutions | Oracle Cloud Partner |
AstuteBusiness
 
Fueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte WebinarFueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte Webinar
Zilliz
 
"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota
Fwdays
 
Programming Foundation Models with DSPy - Meetup Slides
Programming Foundation Models with DSPy - Meetup SlidesProgramming Foundation Models with DSPy - Meetup Slides
Programming Foundation Models with DSPy - Meetup Slides
Zilliz
 
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
Jason Yip
 
Overcoming the PLG Trap: Lessons from Canva's Head of Sales & Head of EMEA Da...
Overcoming the PLG Trap: Lessons from Canva's Head of Sales & Head of EMEA Da...Overcoming the PLG Trap: Lessons from Canva's Head of Sales & Head of EMEA Da...
Overcoming the PLG Trap: Lessons from Canva's Head of Sales & Head of EMEA Da...
saastr
 
Y-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PPY-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PP
c5vrf27qcz
 
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectorsConnector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
DianaGray10
 
Leveraging the Graph for Clinical Trials and Standards
Leveraging the Graph for Clinical Trials and StandardsLeveraging the Graph for Clinical Trials and Standards
Leveraging the Graph for Clinical Trials and Standards
Neo4j
 
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge GraphGraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
Neo4j
 
Columbus Data & Analytics Wednesdays - June 2024
Columbus Data & Analytics Wednesdays - June 2024Columbus Data & Analytics Wednesdays - June 2024
Columbus Data & Analytics Wednesdays - June 2024
Jason Packer
 
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
Edge AI and Vision Alliance
 
Skybuffer SAM4U tool for SAP license adoption
Skybuffer SAM4U tool for SAP license adoptionSkybuffer SAM4U tool for SAP license adoption
Skybuffer SAM4U tool for SAP license adoption
Tatiana Kojar
 
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-Efficiency
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-EfficiencyFreshworks Rethinks NoSQL for Rapid Scaling & Cost-Efficiency
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-Efficiency
ScyllaDB
 
Apps Break Data
Apps Break DataApps Break Data
Apps Break Data
Ivo Velitchkov
 
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
Edge AI and Vision Alliance
 
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Pitangent Analytics & Technology Solutions Pvt. Ltd
 
HCL Notes and Domino License Cost Reduction in the World of DLAU
HCL Notes and Domino License Cost Reduction in the World of DLAUHCL Notes and Domino License Cost Reduction in the World of DLAU
HCL Notes and Domino License Cost Reduction in the World of DLAU
panagenda
 
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing InstancesEnergy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
Alpen-Adria-Universität
 

Recently uploaded (20)

HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAUHCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
HCL Notes und Domino Lizenzkostenreduzierung in der Welt von DLAU
 
Astute Business Solutions | Oracle Cloud Partner |
Astute Business Solutions | Oracle Cloud Partner |Astute Business Solutions | Oracle Cloud Partner |
Astute Business Solutions | Oracle Cloud Partner |
 
Fueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte WebinarFueling AI with Great Data with Airbyte Webinar
Fueling AI with Great Data with Airbyte Webinar
 
"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota
 
Programming Foundation Models with DSPy - Meetup Slides
Programming Foundation Models with DSPy - Meetup SlidesProgramming Foundation Models with DSPy - Meetup Slides
Programming Foundation Models with DSPy - Meetup Slides
 
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
 
Overcoming the PLG Trap: Lessons from Canva's Head of Sales & Head of EMEA Da...
Overcoming the PLG Trap: Lessons from Canva's Head of Sales & Head of EMEA Da...Overcoming the PLG Trap: Lessons from Canva's Head of Sales & Head of EMEA Da...
Overcoming the PLG Trap: Lessons from Canva's Head of Sales & Head of EMEA Da...
 
Y-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PPY-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PP
 
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectorsConnector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
Connector Corner: Seamlessly power UiPath Apps, GenAI with prebuilt connectors
 
Leveraging the Graph for Clinical Trials and Standards
Leveraging the Graph for Clinical Trials and StandardsLeveraging the Graph for Clinical Trials and Standards
Leveraging the Graph for Clinical Trials and Standards
 
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge GraphGraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
 
Columbus Data & Analytics Wednesdays - June 2024
Columbus Data & Analytics Wednesdays - June 2024Columbus Data & Analytics Wednesdays - June 2024
Columbus Data & Analytics Wednesdays - June 2024
 
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
 
Skybuffer SAM4U tool for SAP license adoption
Skybuffer SAM4U tool for SAP license adoptionSkybuffer SAM4U tool for SAP license adoption
Skybuffer SAM4U tool for SAP license adoption
 
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-Efficiency
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-EfficiencyFreshworks Rethinks NoSQL for Rapid Scaling & Cost-Efficiency
Freshworks Rethinks NoSQL for Rapid Scaling & Cost-Efficiency
 
Apps Break Data
Apps Break DataApps Break Data
Apps Break Data
 
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
“How Axelera AI Uses Digital Compute-in-memory to Deliver Fast and Energy-eff...
 
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
 
HCL Notes and Domino License Cost Reduction in the World of DLAU
HCL Notes and Domino License Cost Reduction in the World of DLAUHCL Notes and Domino License Cost Reduction in the World of DLAU
HCL Notes and Domino License Cost Reduction in the World of DLAU
 
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing InstancesEnergy Efficient Video Encoding for Cloud and Edge Computing Instances
Energy Efficient Video Encoding for Cloud and Edge Computing Instances
 

Scripps lj grand rounds

  • 1. mHealth Technologies to Improve Outcomes Steve Steinhubl, MD July 22, 2014
  • 2. Disclosures • Scripps Translational Science Institute has received grant support for research, including salary support, from the Qualcomm Foundation.
  • 3. How many of you are set up to collect these data from your patients? 1. Activity 2. Pulse 3. +/- Sleep
  • 4. How about this information? 1. Activity 2. Pulse 3. Sleep stages 4. Blood pressure 5. Cardiac Output / Stroke Vol. 6. ECG 7. Stress  HRV  EDA 8. Respiration rate 9. Temperature 10. Oxygen saturation 11. CO2 levels 12. Glucose (?)
  • 5. mHealth Technologies to Improve Outcomes 1.What is mhealth , how did we get here, and why should we care? 2.Examples of how mhealth can transform healthcare. 3.Where is the evidence? 4.What will it mean for providers?
  • 6. mHealth Technologies to Improve Outcomes 1.What is mhealth , how did we get here, and why should we care? 2.Examples of how mhealth can transform healthcare. 3.Where is the evidence? 4.What will it mean for providers?
  • 7. “mHealth (or mobile health) is the use of mobile or wireless devices to improve health outcomes, healthcare services and health research.” -NIH Consensus group What is mHealth?
  • 8. ASCI Red • World’s fastest super-computer in 1996 – 1.8 teraflops/sec (1.8 trillion operations /sec) • $55 million to develop. • Occupied 1,600 square feet of floor space. • Used 800 KW/hr (~800 homes) • 2006 – 1.8 teraflops/ sec • $500 • 200 watts • 64 million units sold
  • 9. May, 1997 IBM’s Deep Blue beat World Chess Champion Garry Kasparov. Deep Blue
  • 10. http://www.nydailynews.com/news/world/c heck-contrasting-pics-st-peter-square-article- 1.1288700#ixzz2ePFO9300 PC Smartphones Tablets In the US, 91% of adults own a mobile phone, with the majority of them (61%) being smartphones. 194 minutes a day looking at smartphone or tablet screen. 147 looking at TV, 103 at laptop or PC.
  • 11.
  • 12.
  • 13. A Historical (and Present Day) Look at Our Tools for a Patient’s Office Visit Blood Pressure ECG Physical Exam/Auscultation House Calls • Sphygmomanometer invented 1881. • Popularized by Harvey Cushing 1901 1904 • Willem Einthoven 1901. • Precordial leads introduced 1944 1911 • Laënnec 1816. • Binaural stethoscope 1851 1852 ~1900 • In 1930’s ~40% of all patient encounters were in their home. Unwin BK. Am Fam Physician 2011
  • 15. “The $2.8 trillion US healthcare industry is being upended by companies attuned to the needs and desires of empowered consumers.” pwc. Health Research Institute April 2014. Healthcare’s new entrants: Who will be the industry’s Amazon.com?
  • 16. “When we talk about mobile health, we are talking about taking the biggest technology breakthrough of our time and using it to take on one of the greatest national challenges of our time.” Kathleen Sebelius, Former US Secretary of HHS mHealth Summit December 2011
  • 17. “Are you open to trying new, non-traditional ways of seeking medical attention and treatment?” pwc. Health Research Institute April 2014. Healthcare’s new entrants: Who will be the industry’s Amazon.com? 83% of consumers would be open to new, non-traditional forms of medical care.
  • 18. mHealth Technologies to Improve Outcomes 1.What is mhealth , how did we get here, and why should we care? 2.Examples of how mhealth can transform healthcare. 3.Where is the evidence? 4.What will it mean for providers?
  • 19. Eye / Ear Smart Hearing Aids Contact lens-based glucose sensing Digital otoscope / fundoscope Noninvasive Intraocular pressure Automated refractive error Miscellaneous Pill-box & bottle sensors Fetal monitoring Posture / Position sensors Activity monitors Sleep trackers Brain/Emotion Wireless, mobile EEG Head impact sensing Noninvasive intracranial pressure monitor Continuous sensing ANS activity Stress recognition via voice / respirations Heart / Vascular Continuous & intermittent rhythm monitors Noninvasive continuous BP tracking Thoracic impedance (fluid status) Handheld echocardiography Stomach / Intestine Esophageal pH sensing Endoscopic image transmission Medication compliance sensors Fecal blood / bilirubin detection Gut electrical activity sensing Urine / Bladder Comprehensive urinalysis Genomic identification of STDs Diaper-based sensors Lung Home Spirometry Continuous pulse oximetry Inhaler Utilization Breath-based diagnostics Breath sound detection Environmental exposures identification Skin Surface & core temperature Gross lesion assessment Pressure sensing for wound care Sweat chemistry Epidermal electronics for plasma constituents. Blood Continuous, noninvasive glucose Point-of-care blood tests Transdermal hemoglobin
  • 20. mHealth for Chronic Disease Management – The Beginning Urine testing for glucose first available 1945. 1974 Reflomat – first evidence of home monitoring lead to improved glucose control Studies initiated in the 1970s found that tighter glucose control improves outcomes, leading to a call for greater ease of patient monitoring. Clarke SF. Br J Med Sci 2012;69:83-93
  • 21. Diabetes Management Today 1. Over 25 million US adults have diabetes, roughly 8% of the adult population, while an additional 79 million are pre-diabetic. 1 2. The total cost of diabetes in the US for 2012 was $245 billion, with $176 billion in direct costs. 2 3. Interventions that train patients in self-management and improve their communication channels with providers can significantly improve outcomes and decrease costs. 3 1. CDC. National diabetes fact sheet: 2011. 2. ADA. Diabetes Care. Apr 2013;36(4):1033-1046. 3. Aubert RE. Annals of internal medicine. Oct 15 1998;129(8):605-612.
  • 22. The Next Generation of Continuous Glucose Monitoring
  • 23. Hypertension Management Today 1. One of every 3 adults in America have HTN. 1 2. Nearly $100 billion in total costs are attributed to HTN annually in the US. 2 3. Nearly 40 million office visits every year in the US have a primary diagnosis of HTN making it the single most common reason for an office visit.3 4. Less than half of all hypertensive individuals have their blood pressure under control. 1 1. MMWR. Morbidity and mortality weekly report 2011;60(4):103-108. 2. Heidenreich PA. Circulation 2011;123(8):933-944. 3. National Ambulatory Medical Care Survey: 2010 Summary Tables.
  • 24. Improving HTN Management Through mHealth • Home BP monitoring alone is already known to improve BP control, although only slightly.1 • When home monitoring is couple with provider feedback and patient engagement there is much greater BP control than with monitoring alone.2 • Cuffless and continuous non- invasive BP monitoring devices will soon allow for a substantially greater depth of understanding of BP and its control. 1. Uhlig K. Annals of Intern Med 2013;159(3):185-194.. 2. Green BB. JAMA. 2008;299(24):2857-2867
  • 25. COPD Management Today 1. 15 million Americans have COPD. 1 2. ~50% of Americans with diminished pulmonary function do not know that they have COPD. 2 3. Total estimated costs of COPD is $38.8 billion (2005 dollars) with excess annual health costs per individual with COPD vs. not of ~$6,300.3 4. A pilot RCT of connected care with home monitoring of 80 COPD pts. found a non-significant decrease in ER visits & hospitalizations.4 1. MMWR. 2012;61(46):938-943 2. Mannino DM. Arch Intern Med. 2000;160:1683-9 3. Foster TS. COPD. 2006 Dec;3(4):211-8 4. De San Miguel K. Telemed & eHealth 2013;19:652-7
  • 26. COPD Management with mHealth Faria I. Telemed & eHealth 2014;20:1-7
  • 27. Acute Home Diagnostics - The Beginning 1. The e.p.t. home pregnancy test was first marketed in 1977. “A private little revolution.” 2. Today, approximately 20 million tests used annually in the US with annual sales of $227 million.
  • 28. Upper Respiratory Tract Infection (URI) Management Today 1. Viral respiratory tract infections, “colds” are the most common acute illness in humans and the most common reason for an urgent office visit. 1 2. Adults average 2-4 colds annually. 3. The estimated total annual economic impact of non-influenza viral URIs is ~$40 billion in the US alone.2 4. There is no role for radiologic or lab studies in the diagnosis or treatment of URIs. 1. Cooper RJ. Ann Intern Med. 2001, 134: 509-517 2. Fendrick A. Arch Intern Med 2003;163:487-94
  • 29. Potential mHealth Solutions for the Common Cold • iPhone-linked thermometer that tracts symptoms, informs you of others in same community with similar symptoms, and sends information to provider’s office • Tyto handheld remote physical exam linked to provider. • In the near future, POC salivary tests for home diagnosis of exact pathogen. Temperature Mouth & Throat Lungs Ear Eye Heart Skin
  • 30. Urinary Tract Infections 1. Most common bacterial infections in adults. 1 2. Accounts for roughly 7 million office visits, 1 million ER visits and 100,000 hospitalizations annually. 1 3. UTIs are responsible for an estimated cost of $2 billion dollar annually. 1 4. Only ~50% of women presenting with symptoms concerning for UTI are actually diagnosed as having one after evaluation.2 1. Foxman B. The American Journal of Medicine. 2002;113:5-13. 2. Bent S. JAMA. 2002;287(20):2701-2710.
  • 31. mHealth Solutions for the Home Diagnosis of UTI 1. Mohan R. PLoS One 2011;6(10):e26846. • Several mobile devices are designed for at-home urinalysis with analytic, tracking and transmission capability. • Future advances will likely allow for the detection of both the presence of infection and the exact pathogen via a mobile electrochemical biosensor .1
  • 32. Otitis Media 1. Recurrent ear infection is the most common acute complaint of children leading to ~30 million pediatrician visits annually.1 2. Responsible for annual costs over $5 billion dollars, not including lost work time by family caregivers. 1 3. For every 100 children utilizing a healthcare service because of their parent’s suspicion for an acute ear infection, only 50 are actually diagnosed to have an ear infections.2 1. Bondy J. Pediatrics 2000;105(6):e72. 2. Laine MK Pediatrics 2010;125(5):e1154-e1161.
  • 33. Home Diagnosis of Otitis Media – Smartphone Otoscope •By giving parents the ability to digitally image their child’s tympanic membranes at home with a smartphone- based otoscope a substantial percentage of office visits could potentially be prevented with remote image transmission and diagnosis
  • 34. What our “Best Friends” can Teach Us About Disease Detection. • Dogs have, on average 170 cm2 of olfactory epithelium relative to 10 cm2 in humans. • They have roughly 200 million olfactory receptors compared to our ~5 million. • Their sense of smell is estimated to be ~1,000,000 x more efficient than ours. • Prior studies have found that trained dogs have > 90% accuracy for detecting cancers in exhaled breath. McCulloch M. Integr Cancer Ther 2006;5:30-39
  • 36. Smartphone Breath Analysis for Cancer Detection Lung Cancer Colon Cancer Breast Cancer Peng G. Nature Nanotechnology 2009;4:669-73
  • 37. mHealth Technologies to Improve Outcomes 1.What is mhealth , how did we get here, and why should we care? 2.Examples of how mhealth can transform healthcare. 3.Where is the evidence? 4.What will it mean for providers?
  • 38. The Evidence for Connected Health May 30, 1996 • 1396 veterans with DM, COPD or HF • Over 6 months “connected” cohort had 68% more PCP contacts and an average of 7.5 calls with a primary care nurse c/w 0 in control cohort. • Connected patients were much more satisfied (p<0.001) but no difference in QOL. • Connected patients experienced significantly greater readmissions (p=0.005) per month and hospital days (p=0.041).
  • 39. The Evidence to Date • 179 GP clinics in England, 3230 individuals with DM, COPD or HF • Intervention clinics incorporated mobile devices; BP, pulse ox, scales, glucometers… plus symptom questions and educational messages. • At 12 months sig decrease in admissions (OR 0.82, p=0.017) and unadj. mortality (OR 0.54, p=<0.001). • However, the difference in admissions was limited to only the first 3 months and was due to a marked increase in control admissions. • No change in PCP contacts, QOL or psychological (anxiety, depression..) outcomes.
  • 40. “…high quality adequately powered trials of optimised interventions are required to evaluate effects on objective outcomes.” “The paucity of evidence calls for much needed future research...” “High quality trials measuring clinical outcomes are needed.” January 2013 January 2013
  • 41. Incorporation of mHealth into Existing Systems of Care Steam Engine Electric Dynamo David Paul A. American Economic Review 1990;80:355-61 “Productivity Paradox” Systems of care need to be re-engineered around the capabilities that mhealth tools provide.
  • 42. mHealth Technologies to Improve Outcomes 1.What is mhealth , how did we get here, and why should we care? 2.Examples of how mhealth can transform healthcare. 3.Where is the evidence? 4.What will it mean for providers?
  • 44. Healthcare Providers: Much Room for Improvement 1. In general, physicians are unsatisfied with their careers:1  Morale considered poor to very poor by 80% of physicians.  Two-thirds would not recommend it to younger individuals  One-third, if given the chance, would no longer choose to be a physician. 2. ~80% of physicians rate the doctor-patient relationship to be the most satisfying aspect of their work.1 However,  Today, average face-to-face time with a patient is ~10 minutes2  It would take between 11-18 hours daily for a PCP to provide just the preventative and chronic disease management required for a typical patient compliment. 3,4 1. http://www.physiciansfoundation.org/ 2. Gottschalk A. Annals of family medicine 2005;3(6):488-493. 3. Yarnall KS. American journal of public health 2003;93(4):635-641 4. Ostbye T. Annals of family medicine 2005;3(3):209-214
  • 45. What mHealth can Mean for Healthcare Providers 1. mHealth technologies will dramatically change the practice of medicine, which, at first blush is very concerning to physicians. 2. However mHealth will eventually free physicians of being directly involved in precision, algorithmic medicine that currently takes up a majority of their day. 3. Instead providers will regain their primary role as a diagnostician and educator allowing for longer and more rewarding interactions for both patients and providers.
  • 46. Wellness Diabetes Healthcare Team Personalized Predictive Analytics Learning Healthcare System Physician (diagnostician, educator), nurse, pharmacist, dietician, physical therapist, ITRespiratory Home Diagnostics Hypertension
  • 47. Watson is now “…the size of three pizza boxes stacked up. It's also 24 times faster and has seen a 2,400 percent improvement in performance.” Based on my genotype and sensor data, what is the best treatment for me? 2012