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Empowering Patients through
Information Technologies
Eleni Kaldoudi
Associate Professor, School of Medicine
Democritus University of Thrace, Greece
kaldoudi@med.duth.gr
SP169 - Self Engagement, Patient
Empowerment and mHealth
E. Kaldoudi, IUPESM WC2015, June 2015, slide #2
Eleni Kaldoudi
Associate Professor
Physics of Medical Imaging & Telemedicine
School of Medicine
Democritus University of Thrace
Alexandroupoli, Greece
http://iris.med.duth.gr/kaldoudi
BSc in Physics, 1987, Aristotle Univ. of Thessaloniki, Greece
MSc in Medical Physics, 1989, Surrey University, UK
PhD, 1994, Dept. of Medical Physics & Bioengineering, Univ. of London, UK
Research Associate, 1995-1999, ICS-FORTH, Greece
Treasurer, EAMBES: European Alliance of Medical & Biological Engineering & Science
Member of the IFMBE Committee on Women in Medical & Biological Engineering
Associate Editor Frontiers in ICT
Editorial Board member, Journal of Biomedical Education
Advisory Board Member in EU FP7-ICT projects NEPHRON+ & MyHealthAvatar
Coordinator of FP7-ICT project CARRE on cardiorenal patient empowerment
Research: personal health applications, patient empowerment, quantified self
Teaching: physics in medicine and biology, medical informatics
E. Kaldoudi, IUPESM WC2015, June 2015, slide #3
patient empowerment
a process where
patients are encouraged to think critically and act autonomously
promotes self-regulation, self-management and self-efficacy
in order to achieve maximum health and wellness
empowerment: a process by which people, organizations, and communities
gain mastery over their affairs
E. Kaldoudi, IUPESM WC2015, June 2015, slide #4
“why” empower
 sustain good health and prevent health deterioration
 lifestyle related disease, e.g. cancer,
cardiovascular and respiratory chronic disease
 recognize early signs of disease
 new disease or disease progression or transition
to comorbid situation
 manage every day practical issues
 manage a common, chronic, progressive, costly,
health burden at home
 gain control and co-decide on
treatment and disease management options
prevent
detect
manage
decide
E. Kaldoudi, IUPESM WC2015, June 2015, slide #5
“who” is to be empowered
 healthy citizens
 to adopt and sustain a healthy lifestyle and detect disease early
 chronic patients
 autonomously manage everyday practical issues
 adhere to therapy and monitoring
 detect disease progression and transition to comorbidities
 all patients
 cope with disease
 co-decide on treatment and disease management
also involved
 family and social environment: to cope and to be able to care
 healthcare providers: to be aware and support when needed
E. Kaldoudi, IUPESM WC2015, June 2015, slide #6
“how”
input data processing delivery
E. Kaldoudi, IUPESM WC2015, June 2015, slide #7
“how”
educational resources
for patients medical evidence
knowledge
quantified self
personal
health
records
personal
sensors
intentions,
plans,
beliefs, etc.
analytics
web pages
social media
personal health
applications
…
input data processing delivery
decision support
systems
predictive
systems
data integration
semantics
E. Kaldoudi, IUPESM WC2015, June 2015, slide #8
so, we have a good grasp of…
the context
 who: healthy citizen, chronic patients, all patients,
family, healthcare providers
 why: prevent, detect, manage, decide
the process:
 how: educational content, medical evidence, sensors, personal
health and other systems, data integration, semantics
analytics, predictive systems, decision support systems,
web technologies, mobile devices, smart phones, …
but, it is still unclear…
the content:
 what is to be designed and evaluated
in a patient empowerment intervention
Symons’ evaluation onion, Context-Process-Content (Symon 1991 & Pettigrew 1985)
E. Kaldoudi, IUPESM WC2015, June 2015, slide #9
R. Bengoa,
Regional Minister for Health and Consumer Affairs
for the Basque Country of Spain (2012):
“Suppose I am a patient:
I have 12,000 apps about chronic disease, access to my
records and a battery of gadgets for home support.
Am I more empowered?”
The WHO, Empowering Patients, 17-4-2012
http://www.euro.who.int/en/what-we-do/health-topics/noncommunicable-
diseases/sections/news/2012/4/empowering-patients
E. Kaldoudi, IUPESM WC2015, June 2015, slide #10
patient empowerment so far …
education
controlengagement
 maintain or improve health
 know how to care for
themselves
 cooperate with
health professionals
 actively engage in
disease self-
management
actively participate in
health related decisions
E. Kaldoudi, IUPESM WC2015, June 2015, slide #11
0
500
1000
1500
2000
2500
3000
3500
4000
4500
5000
pubishedpapersperyear
year of publication
patient education
engagement
empowerment
patient education
patient engagement
patient empowerment
searching PubMed
E. Kaldoudi, N. Makris, HealthInf 2015
E. Kaldoudi, IUPESM WC2015, June 2015, slide #12
empowerment as a cognitive process
empowerment  control on one’s own actions

complex construct that involves various cognitive processes and skills
 knowledge acquisition, through perception
 thinking and learning
 awareness of one’s own current conditions and /or needs
 active participation in the management of the current or future
condition and in the relevant decision making
thus, following the overall approach of cognitive psychology…
E. Kaldoudi, IUPESM WC2015, June 2015, slide #13
empowerment as a cognitive process
awarenessengagementcontrol
understanding: personal health condition awareness
knowledge: relevant, structured information with a purpose
information: data and information aggregation
action, participation
emotional
support
suitable,
supportive
physical
environment
enabling
technological
framework
feedback
mechanisms
shared decision
decision
support
collaboration
communication
mindchange
E. Kaldoudi, N. Makris, HealthInf 2015
E. Kaldoudi, IUPESM WC2015, June 2015, slide #14
combine personal data with
generic medical evidence
semantic linking to produce concept
maps of educational data
visual analytics to simplify complex
expert information
links to relevant educational content on
on-line educational repositories
(MedLinePlus, wikipedia)
knowledge
information
understanding
awareness: understand own health condition
access to information
structuring and organizing information
with a particular purpose
ability to realize medical evidence
in relation to their personal condition
E. Kaldoudi, IUPESM WC2015, June 2015, slide #15
participation & action
enabling
technological
framework
personal
sensors and
applications
smart alerts
feedback
mechanisms
feedback to the
patient
and from the
patient
engagement
emotional
support
on-line social
networks
supportive
physical
environment
describe &
exploit health
content of the
physical
environment
E. Kaldoudi, IUPESM WC2015, June 2015, slide #16
control: decision making
shared decision
decision
support
collaboration
communication
collaborative spaces
personal health records
decision support systems
E. Kaldoudi, IUPESM WC2015, June 2015, slide #17
control: mind change
modify one’s own mental states, e.g. beliefs, emotions, intentions,
and thus achieve and maintain a healthy behavior
 identify motivation, attitude, habits
 design interventions
to change first representations
then behaviours
requires highly interdisciplinary research cognitive
emotional
social
E. Kaldoudi, IUPESM WC2015, June 2015, slide #18
a case example:
empowering the chronic comorbid patient
facts:
 significant increase in the prevalence and incidence
of chronic disease
 ½ of all chronic patients
present comorbidities
 the chronic patient is mostly
an outpatient
 needs to care for herself at home
 mainly away from
continuous professional care
 while trying to lead a normal life
prevent
detect
manage
E. Kaldoudi, V. Vargemezis, IFMBE MEDICON 2010
E. Kaldoudi, IUPESM WC2015, June 2015, slide #19
cardiorenal disease & comorbidities
some numbers…
 hypertension  1/3 of adults (US 2008)
 diabetes  8% of overall population
 chronic kidney disease  9-16% of overall population
 44% of chronic kidney disease is due to diabetes
 86% of chronic kidney disease has at least 1 comorbidity
 most patients with chronic kidney disease develop
cardiovascular disease
 chronic heart failure  1-2% of total healthcare costs
 end-stage renal disease (dialysis)  >2% of total healthcare costs
E. Kaldoudi, N. Dovrolis, IFIP PRO-VE 2013
E. Kaldoudi, IUPESM WC2015, June 2015, slide #20
CARRE
Cardiorenal
comorbidity management
via empowerment and
shared informed decision
FP7-ICT-2013-611140
consortium: 6 partners from 4 EU countries
coordinator: Eleni Kaldoudi (DUTH)
duration: Nov 2013 – Oct 2016
budget: 3,210,470€
http://carre-project.eu/
DUTH The Open
University, UK
Univ. of Bedfordshire Vilnius Univ. Hospital
Kaunas Univ.
Industrial Research Institute
for Automation & Measurements
E. Kaldoudi, IUPESM WC2015, June 2015, slide #21
CARRE
approach
foster understanding of comorbid condition
calculate informed comorbidity progression
compile personalized empowerment services
support shared informed decision and
integrated management
E. Kaldoudi, IUPESM WC2015, June 2015, slide #22
medical evidence
aggregation
evidence based
medical literature
Educational
resources
…
social media
personal health
information
quantified
self
weight
physical activity
blood pressure
glucose
CARRE approach
private
public
data harvesting
& interlinking
LOD
comorbidity model visualization
(generic and personalized)
patient empowerment &
decision support services
E. Kaldoudi, et al. CARRE D.2.2, 2014, www.carre-project.eu
Intention extraction: G. Drosatos, A. Arampatzis, E. Kaldoudi, IUPESM WC2015
E. Kaldoudi, IUPESM WC2015, June 2015, slide #23
risk factor as a central concept
disorder 1
(as a risk factor)
disorder 2
(as a probable
consequence)
leads to
under certain
conditions
with a
probability x
E. Kaldoudi, et al. CARRE D.2.1, 2014, www.carre-project.eu
risk factors derived from clinical studies and reported in medical literature
(top level evidence: systematic reviews with meta-analysis)
E. Kaldoudi, IUPESM WC2015, June 2015, slide #24
risk factor as a central concept
CARRE ontology published in NCBO BioPortal
http://bioportal.bioontology.org/ontologies/CARRE
conceptual model
E. Kaldoudi, et al. CARRE D.2.2, 2014, www.carre-project.eu
E. Kaldoudi, IUPESM WC2015, June 2015, slide #25
CARRE ontology published in NCBO BioPortal
http://bioportal.bioontology.org/ontologies/CARRE
E. Kaldoudi, IUPESM WC2015, June 2015, slide #26
some of the major related conditions
1. Acute kidney injury
2. Acute myocardial
infarction
3. Age
4. Albuminuria
5. Anaemia
6. Angina pectoris
7. Asthma
8. Atrial fibrillation
9. Chronic kidney disease
10. Chronic obstructive
pulmonary disease
11. Cholelithiasis
12. Colorectal Cancer
13. Coronary and carotid
revascularisation
14. Death
15. Depression
16. Diabetes
17. Diabetic nephropathy
18. Drugs
19. Dyslipidemia
20. Family history
21. Heart Failure
22. Hyperkalemia
23. Hypertension
24. Hyperuricemia
25. Hypoglycaemia
26. Ischemic heart disease
27. Ischemic stroke
28. Left ventricular
hypertrophy
29. Obesity
30. Obstructive Sleep Apnoea
31. Myocardial infarction
32. Osteoarthritis
33. Pancreatic Cancer
34. Peripheral Arterial
Disease
35. Physical activity
36. Smoking
37. …
E. Kaldoudi, IUPESM WC2015, June 2015, slide #27
obesity diabetescauses
when 23BMI34
risk ratio = 1.61
obesity hypertensioncauses
when 99.4  Waist Circumference  106.2 AND sex=male
risk ratio = 2.50
obesity heart failurecauses
when 25  BMI  30 AND sex=female
risk ratio = 2.50
E. Kaldoudi, IUPESM WC2015, June 2015, slide #28
hypertension
chronic renal
diseasecauses
when systolic BB  140mmHg AND/OR diastolic BB  90 mmHg
risk ratio = 2.00
smoking
chronic renal
diseasecauses
when smoking status = current AND sex=male
risk ratio = 2.40
so far… 268 major risk associations (identified in medical literature)
(which involve 45 health conditions and 47 related observables)
as included in the CARRE risk factor database and predictive model
E. Kaldoudi, IUPESM WC2015, June 2015, slide #29
CARRE risk factor database and predictive model
E. Kaldoudi, IUPESM WC2015, June 2015, slide #30
a partial view of the graph…
E. Kaldoudi, IUPESM WC2015, June 2015, slide #31
intuitive presentations for patients
work in progress
E. Kaldoudi, IUPESM WC2015, June 2015, slide #32
interactive risk prediction and planning
exercise
weight
blood pressure
blood glucose
work in progress
E. Kaldoudi, IUPESM WC2015, June 2015, slide #33
awarenessengagementcontrol
understanding
knowledge
information
action, participation
emotional
support
suitable,
supportive
physical
environment
enabling
technologica
l framework
feedback
mechanisms
shared
decision
mindchange
enabling framework:
interactive model to allow planning and
a set of alarms to enable patient engagement
and give feedback
empowerment in CARRE
generic model of disease progression pathways
and comorbidities trajectories, based on current
medical evidence
personalized, interactive risk model of disease
progression and transition
advanced decision support services and
mindchange interventions based on the real-
time coupling of medical evidence, personal
health status and intentions and beliefs, as
deduced from social web data mining
E. Kaldoudi, IUPESM WC2015, June 2015, slide #34
health education
for the public
customization for
relevant and meaningful
health information
self awareness for
engagement & control
in health and disease
prevention & management
+
quantified self
personal
decision support system
to summarize…
medical evidence
E. Kaldoudi, IUPESM WC2015, June 2015, slide #35
to summarize…
general health information for the public
customized health information and guidelines for the individual
self-awareness for informed decision and control
but, are we still missing out on something?
E. Kaldoudi, IUPESM WC2015, June 2015, slide #36
health content
of the environment
via
life context descriptions &
participatory sensing
change of paradigm:
making environments work for people
quantified self
personal
decision support system
medical evidence
acknowledgment
work funded under project CARRE
co-funded by the
European Commission under the
Information and Communication Technologies (ICT)
7th Framework Programme
Contract No. FP7-ICT-2013-611140
CARRE: Personalized patient empowerment
and shared decision support
for cardiorenal disease and comorbidities
http://www.carre-project.eu/
Contact
Eleni Kaldoudi
Associate Professor
School of Medicine
Democritus University of Thrace
Dragana, Alexandroupoli
68100 Greece
Tel: +302551030329
Tel: +30 6937124358
Email: kaldoudi@med.duth.gr
Email: carre@med.duth.gr
Cite as
Eleni Kaldoudi
Empowering Patients through
Information Technologies
Keynote Speech
IUPESM World Congress 2015
Toronto, Canada
June 7-12, 2015
http://wc2015.org/

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Empowering Patients through Information Technologies

  • 1. Empowering Patients through Information Technologies Eleni Kaldoudi Associate Professor, School of Medicine Democritus University of Thrace, Greece kaldoudi@med.duth.gr SP169 - Self Engagement, Patient Empowerment and mHealth
  • 2. E. Kaldoudi, IUPESM WC2015, June 2015, slide #2 Eleni Kaldoudi Associate Professor Physics of Medical Imaging & Telemedicine School of Medicine Democritus University of Thrace Alexandroupoli, Greece http://iris.med.duth.gr/kaldoudi BSc in Physics, 1987, Aristotle Univ. of Thessaloniki, Greece MSc in Medical Physics, 1989, Surrey University, UK PhD, 1994, Dept. of Medical Physics & Bioengineering, Univ. of London, UK Research Associate, 1995-1999, ICS-FORTH, Greece Treasurer, EAMBES: European Alliance of Medical & Biological Engineering & Science Member of the IFMBE Committee on Women in Medical & Biological Engineering Associate Editor Frontiers in ICT Editorial Board member, Journal of Biomedical Education Advisory Board Member in EU FP7-ICT projects NEPHRON+ & MyHealthAvatar Coordinator of FP7-ICT project CARRE on cardiorenal patient empowerment Research: personal health applications, patient empowerment, quantified self Teaching: physics in medicine and biology, medical informatics
  • 3. E. Kaldoudi, IUPESM WC2015, June 2015, slide #3 patient empowerment a process where patients are encouraged to think critically and act autonomously promotes self-regulation, self-management and self-efficacy in order to achieve maximum health and wellness empowerment: a process by which people, organizations, and communities gain mastery over their affairs
  • 4. E. Kaldoudi, IUPESM WC2015, June 2015, slide #4 “why” empower  sustain good health and prevent health deterioration  lifestyle related disease, e.g. cancer, cardiovascular and respiratory chronic disease  recognize early signs of disease  new disease or disease progression or transition to comorbid situation  manage every day practical issues  manage a common, chronic, progressive, costly, health burden at home  gain control and co-decide on treatment and disease management options prevent detect manage decide
  • 5. E. Kaldoudi, IUPESM WC2015, June 2015, slide #5 “who” is to be empowered  healthy citizens  to adopt and sustain a healthy lifestyle and detect disease early  chronic patients  autonomously manage everyday practical issues  adhere to therapy and monitoring  detect disease progression and transition to comorbidities  all patients  cope with disease  co-decide on treatment and disease management also involved  family and social environment: to cope and to be able to care  healthcare providers: to be aware and support when needed
  • 6. E. Kaldoudi, IUPESM WC2015, June 2015, slide #6 “how” input data processing delivery
  • 7. E. Kaldoudi, IUPESM WC2015, June 2015, slide #7 “how” educational resources for patients medical evidence knowledge quantified self personal health records personal sensors intentions, plans, beliefs, etc. analytics web pages social media personal health applications … input data processing delivery decision support systems predictive systems data integration semantics
  • 8. E. Kaldoudi, IUPESM WC2015, June 2015, slide #8 so, we have a good grasp of… the context  who: healthy citizen, chronic patients, all patients, family, healthcare providers  why: prevent, detect, manage, decide the process:  how: educational content, medical evidence, sensors, personal health and other systems, data integration, semantics analytics, predictive systems, decision support systems, web technologies, mobile devices, smart phones, … but, it is still unclear… the content:  what is to be designed and evaluated in a patient empowerment intervention Symons’ evaluation onion, Context-Process-Content (Symon 1991 & Pettigrew 1985)
  • 9. E. Kaldoudi, IUPESM WC2015, June 2015, slide #9 R. Bengoa, Regional Minister for Health and Consumer Affairs for the Basque Country of Spain (2012): “Suppose I am a patient: I have 12,000 apps about chronic disease, access to my records and a battery of gadgets for home support. Am I more empowered?” The WHO, Empowering Patients, 17-4-2012 http://www.euro.who.int/en/what-we-do/health-topics/noncommunicable- diseases/sections/news/2012/4/empowering-patients
  • 10. E. Kaldoudi, IUPESM WC2015, June 2015, slide #10 patient empowerment so far … education controlengagement  maintain or improve health  know how to care for themselves  cooperate with health professionals  actively engage in disease self- management actively participate in health related decisions
  • 11. E. Kaldoudi, IUPESM WC2015, June 2015, slide #11 0 500 1000 1500 2000 2500 3000 3500 4000 4500 5000 pubishedpapersperyear year of publication patient education engagement empowerment patient education patient engagement patient empowerment searching PubMed E. Kaldoudi, N. Makris, HealthInf 2015
  • 12. E. Kaldoudi, IUPESM WC2015, June 2015, slide #12 empowerment as a cognitive process empowerment  control on one’s own actions  complex construct that involves various cognitive processes and skills  knowledge acquisition, through perception  thinking and learning  awareness of one’s own current conditions and /or needs  active participation in the management of the current or future condition and in the relevant decision making thus, following the overall approach of cognitive psychology…
  • 13. E. Kaldoudi, IUPESM WC2015, June 2015, slide #13 empowerment as a cognitive process awarenessengagementcontrol understanding: personal health condition awareness knowledge: relevant, structured information with a purpose information: data and information aggregation action, participation emotional support suitable, supportive physical environment enabling technological framework feedback mechanisms shared decision decision support collaboration communication mindchange E. Kaldoudi, N. Makris, HealthInf 2015
  • 14. E. Kaldoudi, IUPESM WC2015, June 2015, slide #14 combine personal data with generic medical evidence semantic linking to produce concept maps of educational data visual analytics to simplify complex expert information links to relevant educational content on on-line educational repositories (MedLinePlus, wikipedia) knowledge information understanding awareness: understand own health condition access to information structuring and organizing information with a particular purpose ability to realize medical evidence in relation to their personal condition
  • 15. E. Kaldoudi, IUPESM WC2015, June 2015, slide #15 participation & action enabling technological framework personal sensors and applications smart alerts feedback mechanisms feedback to the patient and from the patient engagement emotional support on-line social networks supportive physical environment describe & exploit health content of the physical environment
  • 16. E. Kaldoudi, IUPESM WC2015, June 2015, slide #16 control: decision making shared decision decision support collaboration communication collaborative spaces personal health records decision support systems
  • 17. E. Kaldoudi, IUPESM WC2015, June 2015, slide #17 control: mind change modify one’s own mental states, e.g. beliefs, emotions, intentions, and thus achieve and maintain a healthy behavior  identify motivation, attitude, habits  design interventions to change first representations then behaviours requires highly interdisciplinary research cognitive emotional social
  • 18. E. Kaldoudi, IUPESM WC2015, June 2015, slide #18 a case example: empowering the chronic comorbid patient facts:  significant increase in the prevalence and incidence of chronic disease  ½ of all chronic patients present comorbidities  the chronic patient is mostly an outpatient  needs to care for herself at home  mainly away from continuous professional care  while trying to lead a normal life prevent detect manage E. Kaldoudi, V. Vargemezis, IFMBE MEDICON 2010
  • 19. E. Kaldoudi, IUPESM WC2015, June 2015, slide #19 cardiorenal disease & comorbidities some numbers…  hypertension  1/3 of adults (US 2008)  diabetes  8% of overall population  chronic kidney disease  9-16% of overall population  44% of chronic kidney disease is due to diabetes  86% of chronic kidney disease has at least 1 comorbidity  most patients with chronic kidney disease develop cardiovascular disease  chronic heart failure  1-2% of total healthcare costs  end-stage renal disease (dialysis)  >2% of total healthcare costs E. Kaldoudi, N. Dovrolis, IFIP PRO-VE 2013
  • 20. E. Kaldoudi, IUPESM WC2015, June 2015, slide #20 CARRE Cardiorenal comorbidity management via empowerment and shared informed decision FP7-ICT-2013-611140 consortium: 6 partners from 4 EU countries coordinator: Eleni Kaldoudi (DUTH) duration: Nov 2013 – Oct 2016 budget: 3,210,470€ http://carre-project.eu/ DUTH The Open University, UK Univ. of Bedfordshire Vilnius Univ. Hospital Kaunas Univ. Industrial Research Institute for Automation & Measurements
  • 21. E. Kaldoudi, IUPESM WC2015, June 2015, slide #21 CARRE approach foster understanding of comorbid condition calculate informed comorbidity progression compile personalized empowerment services support shared informed decision and integrated management
  • 22. E. Kaldoudi, IUPESM WC2015, June 2015, slide #22 medical evidence aggregation evidence based medical literature Educational resources … social media personal health information quantified self weight physical activity blood pressure glucose CARRE approach private public data harvesting & interlinking LOD comorbidity model visualization (generic and personalized) patient empowerment & decision support services E. Kaldoudi, et al. CARRE D.2.2, 2014, www.carre-project.eu Intention extraction: G. Drosatos, A. Arampatzis, E. Kaldoudi, IUPESM WC2015
  • 23. E. Kaldoudi, IUPESM WC2015, June 2015, slide #23 risk factor as a central concept disorder 1 (as a risk factor) disorder 2 (as a probable consequence) leads to under certain conditions with a probability x E. Kaldoudi, et al. CARRE D.2.1, 2014, www.carre-project.eu risk factors derived from clinical studies and reported in medical literature (top level evidence: systematic reviews with meta-analysis)
  • 24. E. Kaldoudi, IUPESM WC2015, June 2015, slide #24 risk factor as a central concept CARRE ontology published in NCBO BioPortal http://bioportal.bioontology.org/ontologies/CARRE conceptual model E. Kaldoudi, et al. CARRE D.2.2, 2014, www.carre-project.eu
  • 25. E. Kaldoudi, IUPESM WC2015, June 2015, slide #25 CARRE ontology published in NCBO BioPortal http://bioportal.bioontology.org/ontologies/CARRE
  • 26. E. Kaldoudi, IUPESM WC2015, June 2015, slide #26 some of the major related conditions 1. Acute kidney injury 2. Acute myocardial infarction 3. Age 4. Albuminuria 5. Anaemia 6. Angina pectoris 7. Asthma 8. Atrial fibrillation 9. Chronic kidney disease 10. Chronic obstructive pulmonary disease 11. Cholelithiasis 12. Colorectal Cancer 13. Coronary and carotid revascularisation 14. Death 15. Depression 16. Diabetes 17. Diabetic nephropathy 18. Drugs 19. Dyslipidemia 20. Family history 21. Heart Failure 22. Hyperkalemia 23. Hypertension 24. Hyperuricemia 25. Hypoglycaemia 26. Ischemic heart disease 27. Ischemic stroke 28. Left ventricular hypertrophy 29. Obesity 30. Obstructive Sleep Apnoea 31. Myocardial infarction 32. Osteoarthritis 33. Pancreatic Cancer 34. Peripheral Arterial Disease 35. Physical activity 36. Smoking 37. …
  • 27. E. Kaldoudi, IUPESM WC2015, June 2015, slide #27 obesity diabetescauses when 23BMI34 risk ratio = 1.61 obesity hypertensioncauses when 99.4  Waist Circumference  106.2 AND sex=male risk ratio = 2.50 obesity heart failurecauses when 25  BMI  30 AND sex=female risk ratio = 2.50
  • 28. E. Kaldoudi, IUPESM WC2015, June 2015, slide #28 hypertension chronic renal diseasecauses when systolic BB  140mmHg AND/OR diastolic BB  90 mmHg risk ratio = 2.00 smoking chronic renal diseasecauses when smoking status = current AND sex=male risk ratio = 2.40 so far… 268 major risk associations (identified in medical literature) (which involve 45 health conditions and 47 related observables) as included in the CARRE risk factor database and predictive model
  • 29. E. Kaldoudi, IUPESM WC2015, June 2015, slide #29 CARRE risk factor database and predictive model
  • 30. E. Kaldoudi, IUPESM WC2015, June 2015, slide #30 a partial view of the graph…
  • 31. E. Kaldoudi, IUPESM WC2015, June 2015, slide #31 intuitive presentations for patients work in progress
  • 32. E. Kaldoudi, IUPESM WC2015, June 2015, slide #32 interactive risk prediction and planning exercise weight blood pressure blood glucose work in progress
  • 33. E. Kaldoudi, IUPESM WC2015, June 2015, slide #33 awarenessengagementcontrol understanding knowledge information action, participation emotional support suitable, supportive physical environment enabling technologica l framework feedback mechanisms shared decision mindchange enabling framework: interactive model to allow planning and a set of alarms to enable patient engagement and give feedback empowerment in CARRE generic model of disease progression pathways and comorbidities trajectories, based on current medical evidence personalized, interactive risk model of disease progression and transition advanced decision support services and mindchange interventions based on the real- time coupling of medical evidence, personal health status and intentions and beliefs, as deduced from social web data mining
  • 34. E. Kaldoudi, IUPESM WC2015, June 2015, slide #34 health education for the public customization for relevant and meaningful health information self awareness for engagement & control in health and disease prevention & management + quantified self personal decision support system to summarize… medical evidence
  • 35. E. Kaldoudi, IUPESM WC2015, June 2015, slide #35 to summarize… general health information for the public customized health information and guidelines for the individual self-awareness for informed decision and control but, are we still missing out on something?
  • 36. E. Kaldoudi, IUPESM WC2015, June 2015, slide #36 health content of the environment via life context descriptions & participatory sensing change of paradigm: making environments work for people quantified self personal decision support system medical evidence
  • 37. acknowledgment work funded under project CARRE co-funded by the European Commission under the Information and Communication Technologies (ICT) 7th Framework Programme Contract No. FP7-ICT-2013-611140 CARRE: Personalized patient empowerment and shared decision support for cardiorenal disease and comorbidities http://www.carre-project.eu/
  • 38. Contact Eleni Kaldoudi Associate Professor School of Medicine Democritus University of Thrace Dragana, Alexandroupoli 68100 Greece Tel: +302551030329 Tel: +30 6937124358 Email: kaldoudi@med.duth.gr Email: carre@med.duth.gr Cite as Eleni Kaldoudi Empowering Patients through Information Technologies Keynote Speech IUPESM World Congress 2015 Toronto, Canada June 7-12, 2015 http://wc2015.org/