SlideShare a Scribd company logo
1 of 19
Download to read offline
Citizen controlled
health data lockers
as game changer
Prof. Wessel Kraaij
TNO
Leiden University
Holland Health Data Cooperative
I don`t need to look to the advertisements,
health claims, suggestions, package,
I don`t need consumer protection, I am empowered
I scan a product and the App tells me if this is the right
product for me, based on my preferences:
Cheap / Healthy / Biological / Sustainable
AND IT MAY SUGGEST AN ATERNATIVE ….
Quantified self
3
bron: MIT
A movement of citizens and
‘makers’ that aim to explore the
possibilities of self-tracking.
Gary Wolf (Wired): “Almost
everything we do generates
data”.
bron: RescueTime
WHAT COULD WE LEARN IF
we could measure and record activities, social context,
environmental context, physiological parameters, food
intake, sleep across our entire lifetime? Now we have
sensors for most of these..
WE CAN LEARN:
Personalized health advice based on systems view and
population data
Integrating evidence based medicine and data driven
predictions
How do you know you are on the right track?
The mutual dependence of personal and
population health data
5Bron: cbw.ge en wikimedia.org
Van ‘big’ naar ik
Digital technology will
redefine health and care
• Patient:
• self management of health, patient science
• Cure and prevent lifestyle diseases
• Combining the right data may lead to new insights
• BUT Data storage is fragmented
• BUT The GDPR limits the combination of data sets
• Challenges:
• Provide a trusted environment, individual control on data access
and sharing
• Supporting secure and legal data analytics for combined datasets
Some barriers for data analysis
• Data is horizontally partitioned
• Distributed learning
Personal Health Train
• Data is vertically partitioned
• Existing practice: Trusted 3rd party (TTP)
• Health Data Cooperative (Midata)
• Prana Data (example of secure
multiparty computation)
ID age income sex
1 55 70000 M
2 45 60000 F
ID Age sex
1 55 M
2 45 F
3 20 F
4 22 M
ID age income sex
3 20 25000 F
4 22 20000 M
ID income
1 70000
2 60000
3 25000
4 20000
Health care data
Different stakeholders, different interests
• Insurance: minimize cost of care
• Hospitals: Optimize processes (# successful treatments)
• Researchers: collect data for studies (# top publications)
• Tech platform companies (Google/Apple): pervasive monitoring of personal data
(#users)
• Patient interest?
HOLLAND HEALTH DATA COOPERATIVE: THE GAMECHANGER
Internet companies’ control of data
gives them enormous power. Old
ways of thinking about competition,
devised in the era of oil, look
outdated in what has come to be
called the “data economy”.
> A new approach is needed
Towards a citizen driven
healthcare economy:
> Citizen’s together form a
Cooperative and a Community
> The cooperative delivers the platform
and governance structure
> Enables individuals to collect their
data (medical and lifestyle)
> Provides services for members and
delivers services to customers
> Data is controlled by citizen and
patients themselves
> Rely on their cooperative
for support
CONTROL
SELF-
MANAGEMENT
HOLLAND HEALTH DATA COOPERATIVE: THE GAMECHANGER
TRUST
REWARD
VIRTUAL SAFE
BENEFITS HOLLAND HEALTH DATA COOPERATIVE
Benefits for: citizens and patients
• A new finance model
• Gives citizens some reward for use of their data
• Citizen will get to know relevant and possible useful services and products
• Trusted alternative for commercial health data services
• Starts in the region of Rotterdam
HDC:
VIRTUAL
PLATFORM
& COMMUNITY
BENEFITS HOLLAND HEALTH DATA COOPERATIVE
Benefits for: business
• Open and accessible health data with citizens approval
• Transparant for the community
• Testing and personalization possibilities for companies and research organisations
• Validation of new commercial health concepts with targeted individuals and groups
• Acces to relevant personal data
• Development of new ICT services and research
HDC:
VIRTUAL
PLATFORM
& COMMUNITY
MIDATA Server(s)
GOALS START UP PHASE HOLLAND HDC
1. Attract members, i.c. citizens and
patients, via use cases
2. Collect data via members and partners
3. Contract new partners and research
organisations
4. Develop initial personalized services
for members and potential partners
5. Operating the ICT MiData platform
and governance structure.
6. Validated business case
Data Services
and Access Management
3rd Party
Data
Sources
Anony-
mised
export
Lifestyle Health Others
Research
Portal
Smartphone 3rd Party Apps
MIDATA
Portal
Quan-
tified
self
App
Coach-
ing
App
Treat-
ment
App
Follow-
up
App
TNO
R’dam
Health
eventsRegionaal
Programma
Diabetes T2
Employer
My
cardio
LUMC
Etc
Etc
Suisse
BRD
Permissions
Health value
Data
HHD in action
Status Holland Health Data Cooperative
• Cooperative founded in November 2017
• Software platform Midata will be tested in Q1 2018
• Ethical board in preparation
• First pilots expected Q2 2018
• Medical Delta employees as a pilot population
Planned Extensions
• Develop research platform at the HHDC
• No need to distribute the data
• Qualify for MEDMIJ standards
• Build a FAIR data station as integral functionality of the HHDC
• Connect to the so-called Personal Health Train
• Bring algorithm to the data
• Secure multiparty computation
Sign the manifesto at:
Personal health train
• Distributed data
• FAIR data stations
• Bring the algorithm to the data
• Approximate global analysis
• FAIR data stations include
• Clinical repositories
• Personal lockers (PGO)
• Umbrella stations (e.g. HDC)
• Trains implement secure workflow for
researchers and patients
https://www.dtls.nl/phtmanifesto/
Build prognostic model using secure regression
H2020 BigMediLytics
• Developing “secure regression” using
advanced encryption methods
• Aim: improve KPI with 20% in large
scale trials
• Erasmus MC Heart Failure pilot
• KPI’s
• Increase number of healthy years
• Decrease number of hospital re-
admissions
Terugblik projecten VP ICT 2016
Ergo
Achmea
claims
EMC clinical
data
Develop and evaluate
intervention informed
by the joint
longitudinal dataset
(based on risk and cost
analysis)
Conclusion:
Health Data
Cooperatives
have the
potential to be
a game
changer
Individual person controls access to his/her data
Citizens can pull digital copies of clinical data into
their locker
Integral (=defragmented) health data is quite
valuable for personalized health
HDC’s enable a new health economy when run as a
cooperative
HDC’s are a trusted infrastructure to make new data
available for research, given consent

More Related Content

What's hot

The New IT Drives Healthcare Transformation
The New IT Drives Healthcare TransformationThe New IT Drives Healthcare Transformation
The New IT Drives Healthcare TransformationJannette Whippy
 
Digital Revolution in Healthcare System
Digital Revolution in Healthcare SystemDigital Revolution in Healthcare System
Digital Revolution in Healthcare SystemAkash Goyal
 
Computerworld Honors Mercy for Data Innovation
Computerworld Honors Mercy for Data InnovationComputerworld Honors Mercy for Data Innovation
Computerworld Honors Mercy for Data InnovationKeen Ley
 
mHealth Israel_Levi Shapiro_Israel Digital Health Overview
mHealth Israel_Levi Shapiro_Israel Digital Health Overview mHealth Israel_Levi Shapiro_Israel Digital Health Overview
mHealth Israel_Levi Shapiro_Israel Digital Health Overview Levi Shapiro
 
DiabetesManagement mHIseminar.Peeples
DiabetesManagement mHIseminar.PeeplesDiabetesManagement mHIseminar.Peeples
DiabetesManagement mHIseminar.PeeplesmHealth Initiative
 
BlueButton on FHIR @HXRconf
BlueButton on FHIR @HXRconf BlueButton on FHIR @HXRconf
BlueButton on FHIR @HXRconf Mark Scrimshire
 
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj KatwalaHXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj KatwalaHxRefactored
 
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...Paul Brian Contino
 
Data driven borstkankerzorg in Twente vSS
Data driven borstkankerzorg in Twente vSSData driven borstkankerzorg in Twente vSS
Data driven borstkankerzorg in Twente vSSPeter Walgemoed
 
Transforming Healthcare with Big Data, Social and Mobile
Transforming Healthcare with Big Data, Social and MobileTransforming Healthcare with Big Data, Social and Mobile
Transforming Healthcare with Big Data, Social and MobilePaul Brian Contino
 
Healthcare in Digital Age
Healthcare in Digital Age Healthcare in Digital Age
Healthcare in Digital Age ict moph
 
Future Of Health In A Mobile World
Future Of Health In A Mobile WorldFuture Of Health In A Mobile World
Future Of Health In A Mobile Worldinnovation9
 
Emerging Trends in Healthcare Innovation
Emerging Trends in Healthcare InnovationEmerging Trends in Healthcare Innovation
Emerging Trends in Healthcare InnovationGokul Alex
 
Big data in the real world opportunities and challenges facing healthcare -...
Big data in the real world   opportunities and challenges facing healthcare -...Big data in the real world   opportunities and challenges facing healthcare -...
Big data in the real world opportunities and challenges facing healthcare -...Leo Barella
 
Medical Mobile Apps: The Regulatory Story
Medical Mobile Apps: The Regulatory StoryMedical Mobile Apps: The Regulatory Story
Medical Mobile Apps: The Regulatory StoryNadja Bester
 
Digital health & technologies_CF
Digital health & technologies_CFDigital health & technologies_CF
Digital health & technologies_CFCaitlin Francis
 
Extending the Case for Digital: Health Plan Members Speak
Extending the Case for Digital: Health Plan Members SpeakExtending the Case for Digital: Health Plan Members Speak
Extending the Case for Digital: Health Plan Members SpeakCognizant
 
AXA Europe- Unlocking value from digital health
AXA Europe- Unlocking value from digital healthAXA Europe- Unlocking value from digital health
AXA Europe- Unlocking value from digital healthLevi Shapiro
 

What's hot (20)

2016 iHT2 Miami Health IT Summit
2016 iHT2 Miami Health IT Summit2016 iHT2 Miami Health IT Summit
2016 iHT2 Miami Health IT Summit
 
The New IT Drives Healthcare Transformation
The New IT Drives Healthcare TransformationThe New IT Drives Healthcare Transformation
The New IT Drives Healthcare Transformation
 
Digital Revolution in Healthcare System
Digital Revolution in Healthcare SystemDigital Revolution in Healthcare System
Digital Revolution in Healthcare System
 
Computerworld Honors Mercy for Data Innovation
Computerworld Honors Mercy for Data InnovationComputerworld Honors Mercy for Data Innovation
Computerworld Honors Mercy for Data Innovation
 
mHealth Israel_Levi Shapiro_Israel Digital Health Overview
mHealth Israel_Levi Shapiro_Israel Digital Health Overview mHealth Israel_Levi Shapiro_Israel Digital Health Overview
mHealth Israel_Levi Shapiro_Israel Digital Health Overview
 
DiabetesManagement mHIseminar.Peeples
DiabetesManagement mHIseminar.PeeplesDiabetesManagement mHIseminar.Peeples
DiabetesManagement mHIseminar.Peeples
 
BlueButton on FHIR @HXRconf
BlueButton on FHIR @HXRconf BlueButton on FHIR @HXRconf
BlueButton on FHIR @HXRconf
 
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj KatwalaHXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
 
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
Improving Care Coordination with Big Data, Analytics and Technology - Paul Co...
 
Data driven borstkankerzorg in Twente vSS
Data driven borstkankerzorg in Twente vSSData driven borstkankerzorg in Twente vSS
Data driven borstkankerzorg in Twente vSS
 
Health data - Is it safe?
Health data - Is it safe?Health data - Is it safe?
Health data - Is it safe?
 
Transforming Healthcare with Big Data, Social and Mobile
Transforming Healthcare with Big Data, Social and MobileTransforming Healthcare with Big Data, Social and Mobile
Transforming Healthcare with Big Data, Social and Mobile
 
Healthcare in Digital Age
Healthcare in Digital Age Healthcare in Digital Age
Healthcare in Digital Age
 
Future Of Health In A Mobile World
Future Of Health In A Mobile WorldFuture Of Health In A Mobile World
Future Of Health In A Mobile World
 
Emerging Trends in Healthcare Innovation
Emerging Trends in Healthcare InnovationEmerging Trends in Healthcare Innovation
Emerging Trends in Healthcare Innovation
 
Big data in the real world opportunities and challenges facing healthcare -...
Big data in the real world   opportunities and challenges facing healthcare -...Big data in the real world   opportunities and challenges facing healthcare -...
Big data in the real world opportunities and challenges facing healthcare -...
 
Medical Mobile Apps: The Regulatory Story
Medical Mobile Apps: The Regulatory StoryMedical Mobile Apps: The Regulatory Story
Medical Mobile Apps: The Regulatory Story
 
Digital health & technologies_CF
Digital health & technologies_CFDigital health & technologies_CF
Digital health & technologies_CF
 
Extending the Case for Digital: Health Plan Members Speak
Extending the Case for Digital: Health Plan Members SpeakExtending the Case for Digital: Health Plan Members Speak
Extending the Case for Digital: Health Plan Members Speak
 
AXA Europe- Unlocking value from digital health
AXA Europe- Unlocking value from digital healthAXA Europe- Unlocking value from digital health
AXA Europe- Unlocking value from digital health
 

Similar to Citizen controlled health data lockers as a game changer

2016 IBM Interconnect - medical devices transformation
2016 IBM Interconnect  - medical devices transformation2016 IBM Interconnect  - medical devices transformation
2016 IBM Interconnect - medical devices transformationElizabeth Koumpan
 
Trusted! Quest for data-driven and fair health solutions
Trusted! Quest for data-driven and fair health solutions Trusted! Quest for data-driven and fair health solutions
Trusted! Quest for data-driven and fair health solutions Sitra / Hyvinvointi
 
Healthcare over Internet Protocol, Web 2.0, Health 2.0 and the Personal Healt...
Healthcare over Internet Protocol, Web 2.0, Health 2.0 and the Personal Healt...Healthcare over Internet Protocol, Web 2.0, Health 2.0 and the Personal Healt...
Healthcare over Internet Protocol, Web 2.0, Health 2.0 and the Personal Healt...Rowan Purdy
 
Mobile Health Symposium #HIMSS15 Session Mh1
Mobile Health Symposium #HIMSS15 Session Mh1Mobile Health Symposium #HIMSS15 Session Mh1
Mobile Health Symposium #HIMSS15 Session Mh13GDR
 
The Role Of Data and Emergent Technologies In Managing Health
The Role Of Data and Emergent Technologies In Managing Health The Role Of Data and Emergent Technologies In Managing Health
The Role Of Data and Emergent Technologies In Managing Health IFAH
 
From personal health data to a personalized advice
From personal health data to a personalized adviceFrom personal health data to a personalized advice
From personal health data to a personalized adviceWessel Kraaij
 
اینترنت اشیاء در حوزه سلامت
اینترنت  اشیاء در حوزه سلامت اینترنت  اشیاء در حوزه سلامت
اینترنت اشیاء در حوزه سلامت Mahmood Khosravi
 
List Of Figures And Functions Requirements
List Of Figures And Functions RequirementsList Of Figures And Functions Requirements
List Of Figures And Functions RequirementsLeslie Lee
 
MAPS2018 Keynote address on EY report: Life Sciences 4.0 – Securing value thr...
MAPS2018 Keynote address on EY report: Life Sciences 4.0 – Securing value thr...MAPS2018 Keynote address on EY report: Life Sciences 4.0 – Securing value thr...
MAPS2018 Keynote address on EY report: Life Sciences 4.0 – Securing value thr...EY
 
Aman Quadri - Future Trends with Health and Wellness.
Aman Quadri - Future Trends with Health and Wellness.Aman Quadri - Future Trends with Health and Wellness.
Aman Quadri - Future Trends with Health and Wellness.Dataconomy Media
 
In search of a Digital Health Compass Patient Empowerment
In search of a Digital Health CompassPatient Empowerment In search of a Digital Health CompassPatient Empowerment
In search of a Digital Health Compass Patient Empowerment chronaki
 
Datarentmeesterschap Twente vSS
Datarentmeesterschap Twente vSSDatarentmeesterschap Twente vSS
Datarentmeesterschap Twente vSSPeter Walgemoed
 
Person-generated health data: How can it help us to feel better?
Person-generated health data: How can it help us to feel better?Person-generated health data: How can it help us to feel better?
Person-generated health data: How can it help us to feel better?Kathleen Gray
 
MakeHx At a Glance - August 2014
MakeHx At a Glance - August 2014MakeHx At a Glance - August 2014
MakeHx At a Glance - August 2014makehx
 
Digital Health: Medicine at the Croosroads
Digital Health: Medicine at the CroosroadsDigital Health: Medicine at the Croosroads
Digital Health: Medicine at the CroosroadsSteven Peskin
 
PatientKey Investor Update
PatientKey Investor UpdatePatientKey Investor Update
PatientKey Investor UpdateKurt Ludwig
 
Kraaij infrastructures for secure data analytics def brussel 2017
Kraaij infrastructures for secure data analytics def brussel 2017Kraaij infrastructures for secure data analytics def brussel 2017
Kraaij infrastructures for secure data analytics def brussel 2017Wessel Kraaij
 
Digital Transformation In Healthcare_ Trends, Challenges And Solutions.pdf
Digital Transformation In Healthcare_ Trends, Challenges And Solutions.pdfDigital Transformation In Healthcare_ Trends, Challenges And Solutions.pdf
Digital Transformation In Healthcare_ Trends, Challenges And Solutions.pdfLucas Lagone
 
Blockchain2[1].pptx
Blockchain2[1].pptxBlockchain2[1].pptx
Blockchain2[1].pptxkoretamirat
 
The Propell Group - Singapore Futurists - The Future of Health
The Propell Group - Singapore Futurists - The Future of HealthThe Propell Group - Singapore Futurists - The Future of Health
The Propell Group - Singapore Futurists - The Future of HealthJulien de Salaberry
 

Similar to Citizen controlled health data lockers as a game changer (20)

2016 IBM Interconnect - medical devices transformation
2016 IBM Interconnect  - medical devices transformation2016 IBM Interconnect  - medical devices transformation
2016 IBM Interconnect - medical devices transformation
 
Trusted! Quest for data-driven and fair health solutions
Trusted! Quest for data-driven and fair health solutions Trusted! Quest for data-driven and fair health solutions
Trusted! Quest for data-driven and fair health solutions
 
Healthcare over Internet Protocol, Web 2.0, Health 2.0 and the Personal Healt...
Healthcare over Internet Protocol, Web 2.0, Health 2.0 and the Personal Healt...Healthcare over Internet Protocol, Web 2.0, Health 2.0 and the Personal Healt...
Healthcare over Internet Protocol, Web 2.0, Health 2.0 and the Personal Healt...
 
Mobile Health Symposium #HIMSS15 Session Mh1
Mobile Health Symposium #HIMSS15 Session Mh1Mobile Health Symposium #HIMSS15 Session Mh1
Mobile Health Symposium #HIMSS15 Session Mh1
 
The Role Of Data and Emergent Technologies In Managing Health
The Role Of Data and Emergent Technologies In Managing Health The Role Of Data and Emergent Technologies In Managing Health
The Role Of Data and Emergent Technologies In Managing Health
 
From personal health data to a personalized advice
From personal health data to a personalized adviceFrom personal health data to a personalized advice
From personal health data to a personalized advice
 
اینترنت اشیاء در حوزه سلامت
اینترنت  اشیاء در حوزه سلامت اینترنت  اشیاء در حوزه سلامت
اینترنت اشیاء در حوزه سلامت
 
List Of Figures And Functions Requirements
List Of Figures And Functions RequirementsList Of Figures And Functions Requirements
List Of Figures And Functions Requirements
 
MAPS2018 Keynote address on EY report: Life Sciences 4.0 – Securing value thr...
MAPS2018 Keynote address on EY report: Life Sciences 4.0 – Securing value thr...MAPS2018 Keynote address on EY report: Life Sciences 4.0 – Securing value thr...
MAPS2018 Keynote address on EY report: Life Sciences 4.0 – Securing value thr...
 
Aman Quadri - Future Trends with Health and Wellness.
Aman Quadri - Future Trends with Health and Wellness.Aman Quadri - Future Trends with Health and Wellness.
Aman Quadri - Future Trends with Health and Wellness.
 
In search of a Digital Health Compass Patient Empowerment
In search of a Digital Health CompassPatient Empowerment In search of a Digital Health CompassPatient Empowerment
In search of a Digital Health Compass Patient Empowerment
 
Datarentmeesterschap Twente vSS
Datarentmeesterschap Twente vSSDatarentmeesterschap Twente vSS
Datarentmeesterschap Twente vSS
 
Person-generated health data: How can it help us to feel better?
Person-generated health data: How can it help us to feel better?Person-generated health data: How can it help us to feel better?
Person-generated health data: How can it help us to feel better?
 
MakeHx At a Glance - August 2014
MakeHx At a Glance - August 2014MakeHx At a Glance - August 2014
MakeHx At a Glance - August 2014
 
Digital Health: Medicine at the Croosroads
Digital Health: Medicine at the CroosroadsDigital Health: Medicine at the Croosroads
Digital Health: Medicine at the Croosroads
 
PatientKey Investor Update
PatientKey Investor UpdatePatientKey Investor Update
PatientKey Investor Update
 
Kraaij infrastructures for secure data analytics def brussel 2017
Kraaij infrastructures for secure data analytics def brussel 2017Kraaij infrastructures for secure data analytics def brussel 2017
Kraaij infrastructures for secure data analytics def brussel 2017
 
Digital Transformation In Healthcare_ Trends, Challenges And Solutions.pdf
Digital Transformation In Healthcare_ Trends, Challenges And Solutions.pdfDigital Transformation In Healthcare_ Trends, Challenges And Solutions.pdf
Digital Transformation In Healthcare_ Trends, Challenges And Solutions.pdf
 
Blockchain2[1].pptx
Blockchain2[1].pptxBlockchain2[1].pptx
Blockchain2[1].pptx
 
The Propell Group - Singapore Futurists - The Future of Health
The Propell Group - Singapore Futurists - The Future of HealthThe Propell Group - Singapore Futurists - The Future of Health
The Propell Group - Singapore Futurists - The Future of Health
 

More from Wessel Kraaij

Unobtrusive sensors for measuring well-being at work
Unobtrusive sensors for measuring well-being at workUnobtrusive sensors for measuring well-being at work
Unobtrusive sensors for measuring well-being at workWessel Kraaij
 
Improving health care outcomes with responsible data science #escience2018
Improving health care outcomes with responsible data science #escience2018Improving health care outcomes with responsible data science #escience2018
Improving health care outcomes with responsible data science #escience2018Wessel Kraaij
 
Improving health care outcomes with responsible data science
Improving health care outcomes with responsible data scienceImproving health care outcomes with responsible data science
Improving health care outcomes with responsible data scienceWessel Kraaij
 
Enabling Analytics on Sensitive Medical Data with Secure Multiparty Computation
Enabling Analytics on Sensitive Medical Data with Secure Multiparty ComputationEnabling Analytics on Sensitive Medical Data with Secure Multiparty Computation
Enabling Analytics on Sensitive Medical Data with Secure Multiparty ComputationWessel Kraaij
 
Towards an ecosystem for privacy respecting analysis of distributed health data
Towards an ecosystem for privacy respecting analysis of distributed health data Towards an ecosystem for privacy respecting analysis of distributed health data
Towards an ecosystem for privacy respecting analysis of distributed health data Wessel Kraaij
 
The shared value of personal and population data
The shared value of personal and population dataThe shared value of personal and population data
The shared value of personal and population dataWessel Kraaij
 
Quantified Self voor gepersonaliseerde gezondheid
Quantified Self voor gepersonaliseerde gezondheidQuantified Self voor gepersonaliseerde gezondheid
Quantified Self voor gepersonaliseerde gezondheidWessel Kraaij
 

More from Wessel Kraaij (7)

Unobtrusive sensors for measuring well-being at work
Unobtrusive sensors for measuring well-being at workUnobtrusive sensors for measuring well-being at work
Unobtrusive sensors for measuring well-being at work
 
Improving health care outcomes with responsible data science #escience2018
Improving health care outcomes with responsible data science #escience2018Improving health care outcomes with responsible data science #escience2018
Improving health care outcomes with responsible data science #escience2018
 
Improving health care outcomes with responsible data science
Improving health care outcomes with responsible data scienceImproving health care outcomes with responsible data science
Improving health care outcomes with responsible data science
 
Enabling Analytics on Sensitive Medical Data with Secure Multiparty Computation
Enabling Analytics on Sensitive Medical Data with Secure Multiparty ComputationEnabling Analytics on Sensitive Medical Data with Secure Multiparty Computation
Enabling Analytics on Sensitive Medical Data with Secure Multiparty Computation
 
Towards an ecosystem for privacy respecting analysis of distributed health data
Towards an ecosystem for privacy respecting analysis of distributed health data Towards an ecosystem for privacy respecting analysis of distributed health data
Towards an ecosystem for privacy respecting analysis of distributed health data
 
The shared value of personal and population data
The shared value of personal and population dataThe shared value of personal and population data
The shared value of personal and population data
 
Quantified Self voor gepersonaliseerde gezondheid
Quantified Self voor gepersonaliseerde gezondheidQuantified Self voor gepersonaliseerde gezondheid
Quantified Self voor gepersonaliseerde gezondheid
 

Recently uploaded

Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service MumbaiLow Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbaisonalikaur4
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.MiadAlsulami
 
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort ServiceCollege Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort ServiceNehru place Escorts
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...narwatsonia7
 
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service LucknowVIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknownarwatsonia7
 
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment BookingHousewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Bookingnarwatsonia7
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...narwatsonia7
 
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000aliya bhat
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Miss joya
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...Miss joya
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girls Budhwar Peth 7001305949 All Area Service COD available Any Time
Call Girls Budhwar Peth 7001305949 All Area Service COD available Any TimeCall Girls Budhwar Peth 7001305949 All Area Service COD available Any Time
Call Girls Budhwar Peth 7001305949 All Area Service COD available Any Timevijaych2041
 
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowSonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowRiya Pathan
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...narwatsonia7
 
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbersBook Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbersnarwatsonia7
 

Recently uploaded (20)

Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service MumbaiLow Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
Low Rate Call Girls Mumbai Suman 9910780858 Independent Escort Service Mumbai
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
 
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort ServiceCollege Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
College Call Girls Vyasarpadi Whatsapp 7001305949 Independent Escort Service
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
 
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCREscort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
 
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service LucknowVIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
VIP Call Girls Lucknow Nandini 7001305949 Independent Escort Service Lucknow
 
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment BookingHousewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
 
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
 
Call Girls Budhwar Peth 7001305949 All Area Service COD available Any Time
Call Girls Budhwar Peth 7001305949 All Area Service COD available Any TimeCall Girls Budhwar Peth 7001305949 All Area Service COD available Any Time
Call Girls Budhwar Peth 7001305949 All Area Service COD available Any Time
 
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowSonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
 
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
 
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbersBook Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
Book Call Girls in Kasavanahalli - 7001305949 with real photos and phone numbers
 

Citizen controlled health data lockers as a game changer

  • 1. Citizen controlled health data lockers as game changer Prof. Wessel Kraaij TNO Leiden University Holland Health Data Cooperative
  • 2. I don`t need to look to the advertisements, health claims, suggestions, package, I don`t need consumer protection, I am empowered I scan a product and the App tells me if this is the right product for me, based on my preferences: Cheap / Healthy / Biological / Sustainable AND IT MAY SUGGEST AN ATERNATIVE ….
  • 3. Quantified self 3 bron: MIT A movement of citizens and ‘makers’ that aim to explore the possibilities of self-tracking. Gary Wolf (Wired): “Almost everything we do generates data”. bron: RescueTime WHAT COULD WE LEARN IF we could measure and record activities, social context, environmental context, physiological parameters, food intake, sleep across our entire lifetime? Now we have sensors for most of these.. WE CAN LEARN: Personalized health advice based on systems view and population data Integrating evidence based medicine and data driven predictions
  • 4. How do you know you are on the right track?
  • 5. The mutual dependence of personal and population health data 5Bron: cbw.ge en wikimedia.org Van ‘big’ naar ik
  • 6. Digital technology will redefine health and care • Patient: • self management of health, patient science • Cure and prevent lifestyle diseases • Combining the right data may lead to new insights • BUT Data storage is fragmented • BUT The GDPR limits the combination of data sets • Challenges: • Provide a trusted environment, individual control on data access and sharing • Supporting secure and legal data analytics for combined datasets
  • 7. Some barriers for data analysis • Data is horizontally partitioned • Distributed learning Personal Health Train • Data is vertically partitioned • Existing practice: Trusted 3rd party (TTP) • Health Data Cooperative (Midata) • Prana Data (example of secure multiparty computation) ID age income sex 1 55 70000 M 2 45 60000 F ID Age sex 1 55 M 2 45 F 3 20 F 4 22 M ID age income sex 3 20 25000 F 4 22 20000 M ID income 1 70000 2 60000 3 25000 4 20000
  • 8. Health care data Different stakeholders, different interests • Insurance: minimize cost of care • Hospitals: Optimize processes (# successful treatments) • Researchers: collect data for studies (# top publications) • Tech platform companies (Google/Apple): pervasive monitoring of personal data (#users) • Patient interest?
  • 9. HOLLAND HEALTH DATA COOPERATIVE: THE GAMECHANGER Internet companies’ control of data gives them enormous power. Old ways of thinking about competition, devised in the era of oil, look outdated in what has come to be called the “data economy”. > A new approach is needed
  • 10. Towards a citizen driven healthcare economy: > Citizen’s together form a Cooperative and a Community > The cooperative delivers the platform and governance structure > Enables individuals to collect their data (medical and lifestyle) > Provides services for members and delivers services to customers > Data is controlled by citizen and patients themselves > Rely on their cooperative for support CONTROL SELF- MANAGEMENT HOLLAND HEALTH DATA COOPERATIVE: THE GAMECHANGER TRUST REWARD VIRTUAL SAFE
  • 11. BENEFITS HOLLAND HEALTH DATA COOPERATIVE Benefits for: citizens and patients • A new finance model • Gives citizens some reward for use of their data • Citizen will get to know relevant and possible useful services and products • Trusted alternative for commercial health data services • Starts in the region of Rotterdam HDC: VIRTUAL PLATFORM & COMMUNITY
  • 12. BENEFITS HOLLAND HEALTH DATA COOPERATIVE Benefits for: business • Open and accessible health data with citizens approval • Transparant for the community • Testing and personalization possibilities for companies and research organisations • Validation of new commercial health concepts with targeted individuals and groups • Acces to relevant personal data • Development of new ICT services and research HDC: VIRTUAL PLATFORM & COMMUNITY
  • 13. MIDATA Server(s) GOALS START UP PHASE HOLLAND HDC 1. Attract members, i.c. citizens and patients, via use cases 2. Collect data via members and partners 3. Contract new partners and research organisations 4. Develop initial personalized services for members and potential partners 5. Operating the ICT MiData platform and governance structure. 6. Validated business case Data Services and Access Management 3rd Party Data Sources Anony- mised export Lifestyle Health Others Research Portal Smartphone 3rd Party Apps MIDATA Portal Quan- tified self App Coach- ing App Treat- ment App Follow- up App
  • 15. Status Holland Health Data Cooperative • Cooperative founded in November 2017 • Software platform Midata will be tested in Q1 2018 • Ethical board in preparation • First pilots expected Q2 2018 • Medical Delta employees as a pilot population
  • 16. Planned Extensions • Develop research platform at the HHDC • No need to distribute the data • Qualify for MEDMIJ standards • Build a FAIR data station as integral functionality of the HHDC • Connect to the so-called Personal Health Train • Bring algorithm to the data • Secure multiparty computation
  • 17. Sign the manifesto at: Personal health train • Distributed data • FAIR data stations • Bring the algorithm to the data • Approximate global analysis • FAIR data stations include • Clinical repositories • Personal lockers (PGO) • Umbrella stations (e.g. HDC) • Trains implement secure workflow for researchers and patients https://www.dtls.nl/phtmanifesto/
  • 18. Build prognostic model using secure regression H2020 BigMediLytics • Developing “secure regression” using advanced encryption methods • Aim: improve KPI with 20% in large scale trials • Erasmus MC Heart Failure pilot • KPI’s • Increase number of healthy years • Decrease number of hospital re- admissions Terugblik projecten VP ICT 2016 Ergo Achmea claims EMC clinical data Develop and evaluate intervention informed by the joint longitudinal dataset (based on risk and cost analysis)
  • 19. Conclusion: Health Data Cooperatives have the potential to be a game changer Individual person controls access to his/her data Citizens can pull digital copies of clinical data into their locker Integral (=defragmented) health data is quite valuable for personalized health HDC’s enable a new health economy when run as a cooperative HDC’s are a trusted infrastructure to make new data available for research, given consent