SlideShare une entreprise Scribd logo
1  sur  12
The New Technology
Frontier in Health: Lessons
from
Behavioral Science
Sherry Pagoto, PhD
Founder, UMass Center for mHealth
and Social Media
Professor, Department of Medicine
University of Massachusetts Medical School
Obesity as a case
study
 Efficacy for behavioral strategies to manage obesity and
prevent diabetes was established in 2001 via the landmark
Diabetes Prevention Program Trial (DPP, 2001)
 Over 16 years, this program is still not widely available to the
public.
What are the
problems?
Too expensive/ burdensome (kitchen sink
approach) for patients and providers (e.g.,
numerous visits over 1 year) leading to poor reach
Clinical trials move slowly, so testing new
innovations has advanced slowly
Smaller effects when applied to real world
samples, need to increase potency
How can
technology help?
1. Reduce burden/cost of original intervention (i.e.,
make it cheaper and easier to implement)
2. Speed up clinical testing of strategies that could
increase potency (i.e., speed up science)
3. Advance our understanding of process of
behavior change (i.e., make it work better)
Make it easier and cheaper to
deliver
Prevent by Omada Health (Sepah et al 2015)
Less burdensome due to no clinic visits
Noom Health (app w/ human coaching)
(Michaelides et al 2016)
Provided by employers (not direct to individual)
Less burdensome due to no clinic visits
So far tech is being used to automate, not
innovate.
Speed up science
Clinical trials are the evidence gold standard
They are slow due to…
Recruitment pace and diversity relies on local population
Data collection is burdensome
Interventions are burdensome
` Research Kit –poor sample diversity, selection
bias, drop off in participation at 5 weeks.
(Dorsey et al 2016)
Need innovative platforms to solve these
problems.
Make it work
better
Mobile apps and wearables for self-monitoring and goal
setting
– Literature is mixed on whether apps improve diet tracking adherence
– Passive diet tracking approaches must improve accuracy, wearables
need to be acceptable to patients
– Large trial showed deleterious effect of wearable tracker on weight loss
long-term (Jakicic et al 2016)
Using online social networks to increase social support
for behavior changes
– Too early to tell
– Need data science to help us understand participant engagement
Make it work better
Examine how more sophisticated behavioral
strategies can be implemented with technology
Behavior change taxonomy identified 93 distinct
evidence-based behavioral strategies
(Michie et al 2015)
“Contextualized”
Self
Shift from “What am I doing?” to
“Why did I do it?”
Stress level
is high
You slept 4
hours
At a
restaurant
You
skipped
breakfast
With guys
from office
No exercise
in 2 days.
Predictive models of
contextual factors
surrounding healthy
and unhealthy choices
“Modified” Self
Which specific habits have
the biggest impact overall and for
a specific patient?
What is best time to
implement a
particular habit?
Which habit combinations are sufficient to
produce weight loss?
A note on team science…
Greater collaboration during the conceptual phase
Too many cases where an investigator has an
idea and then brings in collaborators; not enough
cases where investigator brings in collaborators
to generate an idea.
Collaborators ≠ service providers,
technicians, content experts
Check us out on Twitter
@DrSherryPagoto
@UMassmHealth
or Facebook
https://www.facebook.com/
UMASSmhealth/

Contenu connexe

Tendances

Florence Soba - 72 3x40 6 cm - 28 46x15 98 inches-6pptfinal 2
Florence Soba - 72 3x40 6 cm - 28 46x15 98  inches-6pptfinal 2Florence Soba - 72 3x40 6 cm - 28 46x15 98  inches-6pptfinal 2
Florence Soba - 72 3x40 6 cm - 28 46x15 98 inches-6pptfinal 2Dr Florence Soba DNP, FNP-BC
 
Applied Statistical Techniques
Applied Statistical TechniquesApplied Statistical Techniques
Applied Statistical Techniquesdafutdok
 
Emily Kothe - ICBM2012 - Randomised controlled trial of a theory-based interv...
Emily Kothe - ICBM2012 - Randomised controlled trial of a theory-based interv...Emily Kothe - ICBM2012 - Randomised controlled trial of a theory-based interv...
Emily Kothe - ICBM2012 - Randomised controlled trial of a theory-based interv...Emily Kothe
 
Latest Learning and Resources for iCCM_Jennifer Winestock Luna_5.5.14
Latest Learning and Resources for iCCM_Jennifer Winestock Luna_5.5.14Latest Learning and Resources for iCCM_Jennifer Winestock Luna_5.5.14
Latest Learning and Resources for iCCM_Jennifer Winestock Luna_5.5.14CORE Group
 
ASBHM - The role of habit in gluten free diet adherence - Kothe and Mullan 2014
ASBHM - The role of habit in gluten free diet adherence - Kothe and Mullan 2014ASBHM - The role of habit in gluten free diet adherence - Kothe and Mullan 2014
ASBHM - The role of habit in gluten free diet adherence - Kothe and Mullan 2014Emily Kothe
 
Kate Bukowski Health Promoting Practices Presentation
Kate Bukowski Health Promoting Practices PresentationKate Bukowski Health Promoting Practices Presentation
Kate Bukowski Health Promoting Practices Presentationkate_bukowski
 
Bea Brown, Sax Institute
Bea Brown, Sax InstituteBea Brown, Sax Institute
Bea Brown, Sax InstituteSax Institute
 
Issues in Mobile Health (Robyn Whittaker)
Issues in Mobile Health (Robyn Whittaker)Issues in Mobile Health (Robyn Whittaker)
Issues in Mobile Health (Robyn Whittaker)yan_stanford
 
Leadership Conference Submission
Leadership Conference SubmissionLeadership Conference Submission
Leadership Conference SubmissionAlexander G. Skomra
 
Conducting High Impact Research: Building data ownership and improving data use
Conducting High Impact Research: Building data ownership and improving data useConducting High Impact Research: Building data ownership and improving data use
Conducting High Impact Research: Building data ownership and improving data useMEASURE Evaluation
 
Bea Brown | a locally tailored intervention to improve adherence to a clinica...
Bea Brown | a locally tailored intervention to improve adherence to a clinica...Bea Brown | a locally tailored intervention to improve adherence to a clinica...
Bea Brown | a locally tailored intervention to improve adherence to a clinica...Sax Institute
 
CJAL Diabetes Social Media Quad Chart 110115
CJAL Diabetes Social Media Quad Chart 110115CJAL Diabetes Social Media Quad Chart 110115
CJAL Diabetes Social Media Quad Chart 110115David Donohue
 
The Evidence Base for Pattern Management
The Evidence Base for Pattern ManagementThe Evidence Base for Pattern Management
The Evidence Base for Pattern ManagementKevin McMahon
 
A positive shift in critical care medicine
A positive shift in critical care medicineA positive shift in critical care medicine
A positive shift in critical care medicineDr. Lisa Marie Cannon
 

Tendances (20)

Florence Soba - 72 3x40 6 cm - 28 46x15 98 inches-6pptfinal 2
Florence Soba - 72 3x40 6 cm - 28 46x15 98  inches-6pptfinal 2Florence Soba - 72 3x40 6 cm - 28 46x15 98  inches-6pptfinal 2
Florence Soba - 72 3x40 6 cm - 28 46x15 98 inches-6pptfinal 2
 
SBIRT Training in Georgia
SBIRT Training in GeorgiaSBIRT Training in Georgia
SBIRT Training in Georgia
 
Applied Statistical Techniques
Applied Statistical TechniquesApplied Statistical Techniques
Applied Statistical Techniques
 
Emily Kothe - ICBM2012 - Randomised controlled trial of a theory-based interv...
Emily Kothe - ICBM2012 - Randomised controlled trial of a theory-based interv...Emily Kothe - ICBM2012 - Randomised controlled trial of a theory-based interv...
Emily Kothe - ICBM2012 - Randomised controlled trial of a theory-based interv...
 
Latest Learning and Resources for iCCM_Jennifer Winestock Luna_5.5.14
Latest Learning and Resources for iCCM_Jennifer Winestock Luna_5.5.14Latest Learning and Resources for iCCM_Jennifer Winestock Luna_5.5.14
Latest Learning and Resources for iCCM_Jennifer Winestock Luna_5.5.14
 
ASBHM - The role of habit in gluten free diet adherence - Kothe and Mullan 2014
ASBHM - The role of habit in gluten free diet adherence - Kothe and Mullan 2014ASBHM - The role of habit in gluten free diet adherence - Kothe and Mullan 2014
ASBHM - The role of habit in gluten free diet adherence - Kothe and Mullan 2014
 
Kate Bukowski Health Promoting Practices Presentation
Kate Bukowski Health Promoting Practices PresentationKate Bukowski Health Promoting Practices Presentation
Kate Bukowski Health Promoting Practices Presentation
 
Bea Brown, Sax Institute
Bea Brown, Sax InstituteBea Brown, Sax Institute
Bea Brown, Sax Institute
 
Issues in Mobile Health (Robyn Whittaker)
Issues in Mobile Health (Robyn Whittaker)Issues in Mobile Health (Robyn Whittaker)
Issues in Mobile Health (Robyn Whittaker)
 
Routhier_Katelyn_Poster
Routhier_Katelyn_PosterRouthier_Katelyn_Poster
Routhier_Katelyn_Poster
 
PCI Brief Final
PCI Brief FinalPCI Brief Final
PCI Brief Final
 
Leadership Conference Submission
Leadership Conference SubmissionLeadership Conference Submission
Leadership Conference Submission
 
Agreeing what outcomes to measure
Agreeing what outcomes to measureAgreeing what outcomes to measure
Agreeing what outcomes to measure
 
Poster
PosterPoster
Poster
 
Conducting High Impact Research: Building data ownership and improving data use
Conducting High Impact Research: Building data ownership and improving data useConducting High Impact Research: Building data ownership and improving data use
Conducting High Impact Research: Building data ownership and improving data use
 
Bea Brown | a locally tailored intervention to improve adherence to a clinica...
Bea Brown | a locally tailored intervention to improve adherence to a clinica...Bea Brown | a locally tailored intervention to improve adherence to a clinica...
Bea Brown | a locally tailored intervention to improve adherence to a clinica...
 
CJAL Diabetes Social Media Quad Chart 110115
CJAL Diabetes Social Media Quad Chart 110115CJAL Diabetes Social Media Quad Chart 110115
CJAL Diabetes Social Media Quad Chart 110115
 
The Evidence Base for Pattern Management
The Evidence Base for Pattern ManagementThe Evidence Base for Pattern Management
The Evidence Base for Pattern Management
 
Suneetha Kadiyala, LCIRAH: Summary of findings from breakout session on Under...
Suneetha Kadiyala, LCIRAH: Summary of findings from breakout session on Under...Suneetha Kadiyala, LCIRAH: Summary of findings from breakout session on Under...
Suneetha Kadiyala, LCIRAH: Summary of findings from breakout session on Under...
 
A positive shift in critical care medicine
A positive shift in critical care medicineA positive shift in critical care medicine
A positive shift in critical care medicine
 

En vedette

Leadership Makes a Difference
Leadership Makes a DifferenceLeadership Makes a Difference
Leadership Makes a DifferenceWiley
 
What is Deep Learning?
What is Deep Learning?What is Deep Learning?
What is Deep Learning?NVIDIA
 
The Be-All, End-All List of Small Business Tax Deductions
The Be-All, End-All List of Small Business Tax DeductionsThe Be-All, End-All List of Small Business Tax Deductions
The Be-All, End-All List of Small Business Tax DeductionsWagepoint
 
リーンスタートアップと顧客開発とアジャイル開発を一気通貫するッ #devlove #devkan
リーンスタートアップと顧客開発とアジャイル開発を一気通貫するッ #devlove #devkanリーンスタートアップと顧客開発とアジャイル開発を一気通貫するッ #devlove #devkan
リーンスタートアップと顧客開発とアジャイル開発を一気通貫するッ #devlove #devkanItsuki Kuroda
 
White Paper: Legislation to Ensure Veterans’ Access to Mental Health Care
White Paper: Legislation to Ensure Veterans’ Access to Mental Health Care	White Paper: Legislation to Ensure Veterans’ Access to Mental Health Care
White Paper: Legislation to Ensure Veterans’ Access to Mental Health Care Swords to Plowshares
 
How to Become a Thought Leader in Your Niche
How to Become a Thought Leader in Your NicheHow to Become a Thought Leader in Your Niche
How to Become a Thought Leader in Your NicheLeslie Samuel
 
結果を出すチームビルディング術
結果を出すチームビルディング術結果を出すチームビルディング術
結果を出すチームビルディング術Mao Ohnishi
 
Googleにおける機械学習の活用とクラウドサービス
Googleにおける機械学習の活用とクラウドサービスGoogleにおける機械学習の活用とクラウドサービス
Googleにおける機械学習の活用とクラウドサービスEtsuji Nakai
 
色彩センスのいらない配色講座
色彩センスのいらない配色講座色彩センスのいらない配色講座
色彩センスのいらない配色講座Mariko Yamaguchi
 
Infographic: Medicare Marketing: Direct Mail: Still The #1 Influencer For Tho...
Infographic: Medicare Marketing: Direct Mail: Still The #1 Influencer For Tho...Infographic: Medicare Marketing: Direct Mail: Still The #1 Influencer For Tho...
Infographic: Medicare Marketing: Direct Mail: Still The #1 Influencer For Tho...Scott Levine
 
The Marketer's Guide To Customer Interviews
The Marketer's Guide To Customer InterviewsThe Marketer's Guide To Customer Interviews
The Marketer's Guide To Customer InterviewsGood Funnel
 
ELSA France "Teaching is us!"
ELSA France "Teaching is us!" ELSA France "Teaching is us!"
ELSA France "Teaching is us!" Adrian Scarlett
 
10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
 10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot 10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
10 Things You Didn’t Know About Mobile Email from Litmus & HubSpotHubSpot
 
25 Discovery Call Questions
25 Discovery Call Questions25 Discovery Call Questions
25 Discovery Call QuestionsHubSpot
 
Modern Prospecting Techniques for Connecting with Prospects (from Sales Hacke...
Modern Prospecting Techniques for Connecting with Prospects (from Sales Hacke...Modern Prospecting Techniques for Connecting with Prospects (from Sales Hacke...
Modern Prospecting Techniques for Connecting with Prospects (from Sales Hacke...HubSpot
 
HubSpot Diversity Data 2016
HubSpot Diversity Data 2016HubSpot Diversity Data 2016
HubSpot Diversity Data 2016HubSpot
 
Design in Tech Report 2017
Design in Tech Report 2017Design in Tech Report 2017
Design in Tech Report 2017John Maeda
 
3 Proven Sales Email Templates Used by Successful Companies
3 Proven Sales Email Templates Used by Successful Companies3 Proven Sales Email Templates Used by Successful Companies
3 Proven Sales Email Templates Used by Successful CompaniesHubSpot
 

En vedette (19)

Leadership Makes a Difference
Leadership Makes a DifferenceLeadership Makes a Difference
Leadership Makes a Difference
 
What is Deep Learning?
What is Deep Learning?What is Deep Learning?
What is Deep Learning?
 
The Be-All, End-All List of Small Business Tax Deductions
The Be-All, End-All List of Small Business Tax DeductionsThe Be-All, End-All List of Small Business Tax Deductions
The Be-All, End-All List of Small Business Tax Deductions
 
リーンスタートアップと顧客開発とアジャイル開発を一気通貫するッ #devlove #devkan
リーンスタートアップと顧客開発とアジャイル開発を一気通貫するッ #devlove #devkanリーンスタートアップと顧客開発とアジャイル開発を一気通貫するッ #devlove #devkan
リーンスタートアップと顧客開発とアジャイル開発を一気通貫するッ #devlove #devkan
 
White Paper: Legislation to Ensure Veterans’ Access to Mental Health Care
White Paper: Legislation to Ensure Veterans’ Access to Mental Health Care	White Paper: Legislation to Ensure Veterans’ Access to Mental Health Care
White Paper: Legislation to Ensure Veterans’ Access to Mental Health Care
 
How to Become a Thought Leader in Your Niche
How to Become a Thought Leader in Your NicheHow to Become a Thought Leader in Your Niche
How to Become a Thought Leader in Your Niche
 
結果を出すチームビルディング術
結果を出すチームビルディング術結果を出すチームビルディング術
結果を出すチームビルディング術
 
Googleにおける機械学習の活用とクラウドサービス
Googleにおける機械学習の活用とクラウドサービスGoogleにおける機械学習の活用とクラウドサービス
Googleにおける機械学習の活用とクラウドサービス
 
色彩センスのいらない配色講座
色彩センスのいらない配色講座色彩センスのいらない配色講座
色彩センスのいらない配色講座
 
Infographic: Medicare Marketing: Direct Mail: Still The #1 Influencer For Tho...
Infographic: Medicare Marketing: Direct Mail: Still The #1 Influencer For Tho...Infographic: Medicare Marketing: Direct Mail: Still The #1 Influencer For Tho...
Infographic: Medicare Marketing: Direct Mail: Still The #1 Influencer For Tho...
 
The Marketer's Guide To Customer Interviews
The Marketer's Guide To Customer InterviewsThe Marketer's Guide To Customer Interviews
The Marketer's Guide To Customer Interviews
 
ELSA France "Teaching is us!"
ELSA France "Teaching is us!" ELSA France "Teaching is us!"
ELSA France "Teaching is us!"
 
10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
 10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot 10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
10 Things You Didn’t Know About Mobile Email from Litmus & HubSpot
 
25 Discovery Call Questions
25 Discovery Call Questions25 Discovery Call Questions
25 Discovery Call Questions
 
Modern Prospecting Techniques for Connecting with Prospects (from Sales Hacke...
Modern Prospecting Techniques for Connecting with Prospects (from Sales Hacke...Modern Prospecting Techniques for Connecting with Prospects (from Sales Hacke...
Modern Prospecting Techniques for Connecting with Prospects (from Sales Hacke...
 
HubSpot Diversity Data 2016
HubSpot Diversity Data 2016HubSpot Diversity Data 2016
HubSpot Diversity Data 2016
 
Design in Tech Report 2017
Design in Tech Report 2017Design in Tech Report 2017
Design in Tech Report 2017
 
3 Proven Sales Email Templates Used by Successful Companies
3 Proven Sales Email Templates Used by Successful Companies3 Proven Sales Email Templates Used by Successful Companies
3 Proven Sales Email Templates Used by Successful Companies
 
Culture
CultureCulture
Culture
 

Similaire à NSF Smart and Connected Health Visioning Meeting

Introduction Lecture for Implementation Science
Introduction Lecture for Implementation ScienceIntroduction Lecture for Implementation Science
Introduction Lecture for Implementation ScienceMartha Seife
 
Introduction to Health Research
Introduction to Health ResearchIntroduction to Health Research
Introduction to Health ResearchDr Ghaiath Hussein
 
Assignment Evidence-Based Capstone Project, Part 6 Disseminating.docx
Assignment Evidence-Based Capstone Project, Part 6 Disseminating.docxAssignment Evidence-Based Capstone Project, Part 6 Disseminating.docx
Assignment Evidence-Based Capstone Project, Part 6 Disseminating.docxfaithxdunce63732
 
Intersectoral Action & the Social Determinants of Health: What's the Evidence?
Intersectoral Action & the Social Determinants of Health: What's the Evidence?Intersectoral Action & the Social Determinants of Health: What's the Evidence?
Intersectoral Action & the Social Determinants of Health: What's the Evidence?Health Evidence™
 
Pelletier program assessment_guide
Pelletier program assessment_guidePelletier program assessment_guide
Pelletier program assessment_guideCORE Group
 
Evidence-Informed Public Health Decisions Made Easier: Take it one Step at a ...
Evidence-Informed Public Health Decisions Made Easier: Take it one Step at a ...Evidence-Informed Public Health Decisions Made Easier: Take it one Step at a ...
Evidence-Informed Public Health Decisions Made Easier: Take it one Step at a ...Health Evidence™
 
Diabetes, PHRs,at teams - Hopkins Capstone
Diabetes, PHRs,at teams - Hopkins CapstoneDiabetes, PHRs,at teams - Hopkins Capstone
Diabetes, PHRs,at teams - Hopkins CapstoneWade Schuette
 
The Internet and Information· One of the most effective strate.docx
The Internet and Information· One of the most effective strate.docxThe Internet and Information· One of the most effective strate.docx
The Internet and Information· One of the most effective strate.docxarnoldmeredith47041
 
Implementation science
Implementation scienceImplementation science
Implementation scienceRukman Mecca
 
Literature Evaluation TableStudent Name Christiana Bona.Summa.docx
Literature Evaluation TableStudent Name Christiana Bona.Summa.docxLiterature Evaluation TableStudent Name Christiana Bona.Summa.docx
Literature Evaluation TableStudent Name Christiana Bona.Summa.docxcroysierkathey
 
Week 2 The Clinical Question77 unread replies.2525 replies..docx
Week 2 The Clinical Question77 unread replies.2525 replies..docxWeek 2 The Clinical Question77 unread replies.2525 replies..docx
Week 2 The Clinical Question77 unread replies.2525 replies..docxcockekeshia
 
Cochrane Health Promotion Antony Morgan Explor Meet
Cochrane Health Promotion Antony  Morgan    Explor MeetCochrane Health Promotion Antony  Morgan    Explor Meet
Cochrane Health Promotion Antony Morgan Explor MeetSonia Groisman
 
Implementation Research: A Primer
Implementation Research: A PrimerImplementation Research: A Primer
Implementation Research: A Primeramusten
 
THE EFFECT OF mHEALTH APPLICATIONS ON POLY-CYSTIC OVARIAN presentation
THE EFFECT OF mHEALTH APPLICATIONS ON POLY-CYSTIC OVARIAN presentationTHE EFFECT OF mHEALTH APPLICATIONS ON POLY-CYSTIC OVARIAN presentation
THE EFFECT OF mHEALTH APPLICATIONS ON POLY-CYSTIC OVARIAN presentationKami Betzina Willingham M.A.
 
Evaluation of health services
Evaluation of health servicesEvaluation of health services
Evaluation of health serviceskavita yadav
 
Large Pragmatic Study Involving.docx
Large Pragmatic Study Involving.docxLarge Pragmatic Study Involving.docx
Large Pragmatic Study Involving.docxwrite4
 
KTIS Webinar 3: Who needs to do what, differently, to promote implementation?
KTIS Webinar 3: Who needs to do what, differently, to promote implementation? KTIS Webinar 3: Who needs to do what, differently, to promote implementation?
KTIS Webinar 3: Who needs to do what, differently, to promote implementation? Canadian Patient Safety Institute
 

Similaire à NSF Smart and Connected Health Visioning Meeting (20)

Introduction Lecture for Implementation Science
Introduction Lecture for Implementation ScienceIntroduction Lecture for Implementation Science
Introduction Lecture for Implementation Science
 
Introduction to Health Research
Introduction to Health ResearchIntroduction to Health Research
Introduction to Health Research
 
Assignment Evidence-Based Capstone Project, Part 6 Disseminating.docx
Assignment Evidence-Based Capstone Project, Part 6 Disseminating.docxAssignment Evidence-Based Capstone Project, Part 6 Disseminating.docx
Assignment Evidence-Based Capstone Project, Part 6 Disseminating.docx
 
Intersectoral Action & the Social Determinants of Health: What's the Evidence?
Intersectoral Action & the Social Determinants of Health: What's the Evidence?Intersectoral Action & the Social Determinants of Health: What's the Evidence?
Intersectoral Action & the Social Determinants of Health: What's the Evidence?
 
Pelletier program assessment_guide
Pelletier program assessment_guidePelletier program assessment_guide
Pelletier program assessment_guide
 
Evidence-Informed Public Health Decisions Made Easier: Take it one Step at a ...
Evidence-Informed Public Health Decisions Made Easier: Take it one Step at a ...Evidence-Informed Public Health Decisions Made Easier: Take it one Step at a ...
Evidence-Informed Public Health Decisions Made Easier: Take it one Step at a ...
 
Diabetes, PHRs,at teams - Hopkins Capstone
Diabetes, PHRs,at teams - Hopkins CapstoneDiabetes, PHRs,at teams - Hopkins Capstone
Diabetes, PHRs,at teams - Hopkins Capstone
 
The Internet and Information· One of the most effective strate.docx
The Internet and Information· One of the most effective strate.docxThe Internet and Information· One of the most effective strate.docx
The Internet and Information· One of the most effective strate.docx
 
Implementation science
Implementation scienceImplementation science
Implementation science
 
Literature Evaluation TableStudent Name Christiana Bona.Summa.docx
Literature Evaluation TableStudent Name Christiana Bona.Summa.docxLiterature Evaluation TableStudent Name Christiana Bona.Summa.docx
Literature Evaluation TableStudent Name Christiana Bona.Summa.docx
 
Research in chn
Research in chnResearch in chn
Research in chn
 
chapter 1-5 ppt (2).pptx
chapter 1-5 ppt (2).pptxchapter 1-5 ppt (2).pptx
chapter 1-5 ppt (2).pptx
 
Week 2 The Clinical Question77 unread replies.2525 replies..docx
Week 2 The Clinical Question77 unread replies.2525 replies..docxWeek 2 The Clinical Question77 unread replies.2525 replies..docx
Week 2 The Clinical Question77 unread replies.2525 replies..docx
 
Cochrane Health Promotion Antony Morgan Explor Meet
Cochrane Health Promotion Antony  Morgan    Explor MeetCochrane Health Promotion Antony  Morgan    Explor Meet
Cochrane Health Promotion Antony Morgan Explor Meet
 
chn approach.pptx
chn approach.pptxchn approach.pptx
chn approach.pptx
 
Implementation Research: A Primer
Implementation Research: A PrimerImplementation Research: A Primer
Implementation Research: A Primer
 
THE EFFECT OF mHEALTH APPLICATIONS ON POLY-CYSTIC OVARIAN presentation
THE EFFECT OF mHEALTH APPLICATIONS ON POLY-CYSTIC OVARIAN presentationTHE EFFECT OF mHEALTH APPLICATIONS ON POLY-CYSTIC OVARIAN presentation
THE EFFECT OF mHEALTH APPLICATIONS ON POLY-CYSTIC OVARIAN presentation
 
Evaluation of health services
Evaluation of health servicesEvaluation of health services
Evaluation of health services
 
Large Pragmatic Study Involving.docx
Large Pragmatic Study Involving.docxLarge Pragmatic Study Involving.docx
Large Pragmatic Study Involving.docx
 
KTIS Webinar 3: Who needs to do what, differently, to promote implementation?
KTIS Webinar 3: Who needs to do what, differently, to promote implementation? KTIS Webinar 3: Who needs to do what, differently, to promote implementation?
KTIS Webinar 3: Who needs to do what, differently, to promote implementation?
 

Dernier

Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...GENUINE ESCORT AGENCY
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...chandars293
 
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...Sheetaleventcompany
 
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Dipal Arora
 
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...adilkhan87451
 
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...BhumiSaxena1
 
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...parulsinha
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeCall Girls Delhi
 
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...GENUINE ESCORT AGENCY
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...aartirawatdelhi
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Ishani Gupta
 
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...parulsinha
 
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableGENUINE ESCORT AGENCY
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Sheetaleventcompany
 
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Anamika Rawat
 
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls * UPA...
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls  * UPA...Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls  * UPA...
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls * UPA...mahaiklolahd
 

Dernier (20)

Call Girls in Gagan Vihar (delhi) call me [🔝 9953056974 🔝] escort service 24X7
Call Girls in Gagan Vihar (delhi) call me [🔝  9953056974 🔝] escort service 24X7Call Girls in Gagan Vihar (delhi) call me [🔝  9953056974 🔝] escort service 24X7
Call Girls in Gagan Vihar (delhi) call me [🔝 9953056974 🔝] escort service 24X7
 
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
Pondicherry Call Girls Book Now 9630942363 Top Class Pondicherry Escort Servi...
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 9332606886 𖠋 Will You Mis...
 
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
Low Rate Call Girls Bangalore {7304373326} ❤️VVIP NISHA Call Girls in Bangalo...
 
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Raipur Just Call 9630942363 Top Class Call Girl Service Available
 
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
Best Rate (Guwahati ) Call Girls Guwahati ⟟ 8617370543 ⟟ High Class Call Girl...
 
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
Russian Call Girls Lucknow Just Call 👉👉7877925207 Top Class Call Girl Service...
 
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
Saket * Call Girls in Delhi - Phone 9711199012 Escorts Service at 6k to 50k a...
 
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...Russian Call Girls Service  Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
Russian Call Girls Service Jaipur {8445551418} ❤️PALLAVI VIP Jaipur Call Gir...
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any TimeTop Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
Top Quality Call Girl Service Kalyanpur 6378878445 Available Call Girls Any Time
 
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
Models Call Girls In Hyderabad 9630942363 Hyderabad Call Girl & Hyderabad Esc...
 
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
Night 7k to 12k Navi Mumbai Call Girl Photo 👉 BOOK NOW 9833363713 👈 ♀️ night ...
 
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
Mumbai ] (Call Girls) in Mumbai 10k @ I'm VIP Independent Escorts Girls 98333...
 
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
Independent Call Girls In Jaipur { 8445551418 } ✔ ANIKA MEHTA ✔ Get High Prof...
 
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service AvailableCall Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
Call Girls Ahmedabad Just Call 9630942363 Top Class Call Girl Service Available
 
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
Call Girls Service Jaipur {9521753030} ❤️VVIP RIDDHI Call Girl in Jaipur Raja...
 
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
Andheri East ) Call Girls in Mumbai Phone No 9004268417 Elite Escort Service ...
 
🌹Attapur⬅️ Vip Call Girls Hyderabad 📱9352852248 Book Well Trand Call Girls In...
🌹Attapur⬅️ Vip Call Girls Hyderabad 📱9352852248 Book Well Trand Call Girls In...🌹Attapur⬅️ Vip Call Girls Hyderabad 📱9352852248 Book Well Trand Call Girls In...
🌹Attapur⬅️ Vip Call Girls Hyderabad 📱9352852248 Book Well Trand Call Girls In...
 
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls * UPA...
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls  * UPA...Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls  * UPA...
Call Girl in Indore 8827247818 {LowPrice} ❤️ (ahana) Indore Call Girls * UPA...
 

NSF Smart and Connected Health Visioning Meeting

  • 1. The New Technology Frontier in Health: Lessons from Behavioral Science Sherry Pagoto, PhD Founder, UMass Center for mHealth and Social Media Professor, Department of Medicine University of Massachusetts Medical School
  • 2. Obesity as a case study  Efficacy for behavioral strategies to manage obesity and prevent diabetes was established in 2001 via the landmark Diabetes Prevention Program Trial (DPP, 2001)  Over 16 years, this program is still not widely available to the public.
  • 3. What are the problems? Too expensive/ burdensome (kitchen sink approach) for patients and providers (e.g., numerous visits over 1 year) leading to poor reach Clinical trials move slowly, so testing new innovations has advanced slowly Smaller effects when applied to real world samples, need to increase potency
  • 4. How can technology help? 1. Reduce burden/cost of original intervention (i.e., make it cheaper and easier to implement) 2. Speed up clinical testing of strategies that could increase potency (i.e., speed up science) 3. Advance our understanding of process of behavior change (i.e., make it work better)
  • 5. Make it easier and cheaper to deliver Prevent by Omada Health (Sepah et al 2015) Less burdensome due to no clinic visits Noom Health (app w/ human coaching) (Michaelides et al 2016) Provided by employers (not direct to individual) Less burdensome due to no clinic visits So far tech is being used to automate, not innovate.
  • 6. Speed up science Clinical trials are the evidence gold standard They are slow due to… Recruitment pace and diversity relies on local population Data collection is burdensome Interventions are burdensome ` Research Kit –poor sample diversity, selection bias, drop off in participation at 5 weeks. (Dorsey et al 2016) Need innovative platforms to solve these problems.
  • 7. Make it work better Mobile apps and wearables for self-monitoring and goal setting – Literature is mixed on whether apps improve diet tracking adherence – Passive diet tracking approaches must improve accuracy, wearables need to be acceptable to patients – Large trial showed deleterious effect of wearable tracker on weight loss long-term (Jakicic et al 2016) Using online social networks to increase social support for behavior changes – Too early to tell – Need data science to help us understand participant engagement
  • 8. Make it work better Examine how more sophisticated behavioral strategies can be implemented with technology Behavior change taxonomy identified 93 distinct evidence-based behavioral strategies (Michie et al 2015)
  • 9. “Contextualized” Self Shift from “What am I doing?” to “Why did I do it?” Stress level is high You slept 4 hours At a restaurant You skipped breakfast With guys from office No exercise in 2 days. Predictive models of contextual factors surrounding healthy and unhealthy choices
  • 10. “Modified” Self Which specific habits have the biggest impact overall and for a specific patient? What is best time to implement a particular habit? Which habit combinations are sufficient to produce weight loss?
  • 11. A note on team science… Greater collaboration during the conceptual phase Too many cases where an investigator has an idea and then brings in collaborators; not enough cases where investigator brings in collaborators to generate an idea. Collaborators ≠ service providers, technicians, content experts
  • 12. Check us out on Twitter @DrSherryPagoto @UMassmHealth or Facebook https://www.facebook.com/ UMASSmhealth/