Self-Management of Complex Chronic Patients
Eloisa Vargiu, Juan Manuel Fernández, Mauricio Gonzales-Gonzales,
Juan Manuel Morales-Garzón, Kitiara Prunera-Moreda, and Felip Miralles
Needs and A Proposal
Ref: https://onlinelibrary.wiley.com/doi/full/10.1111/padr.12149
3
An ageing population and the increasing
number of people with at least one chronic
disease are demanding more resources and
increasing the burden on health and social
care systems
Image: https://www.floptv.tv/flog/la-nuda-verita/pensionato-fugge-dalla-casa-di-riposo-per-fissare-un-cantiere/
Chronic diseases are the leading cause of
mortality and morbidity in Europe, the
major cause of disability, the principle
reason why patients visit physicians, and
the reason for 70% of health care
expenditures
Image: https://health.usnews.com/health-news/health-insurance/articles/2015-12-23/how-to-get-the-best-plan-when-you-have-a-chronic-illness
5
Image: https://velvetchainsaw.com/2010/04/14/stomaching-long-conference-lectures-is-out-active-attendee-participation-is-in/
Facilitating new forms of active participation
by patients and consumers in the collection of
personal health data will improve the quality
of care delivered to patients through better
diagnoses and targeted therapies
Image: https://www.alliance-scotland.org.uk/blog/news/self-management-fund-review-2017/
Patient self-management plays an
important role, especially when patients
are elderly, widowed, and/or with
economical-social restrictions
Clark et al. identified the main features to give
support in chronic diseases by older adults
Ref: Clark, N.M., Becker, M.H., Janz, N.K., Lorig, K., Rakowski, W., Anderson, L.:
Self-management of chronic disease by older adults: a review and questions for
research. Journal of Aging and Health 3(1), 3-27 (1991)
maintaining
exercises and
activity levels
monitoring physical
indicators by objective
means
recognizing and responding to
symptoms and controlling
triggers to symptoms
drug prescription
and follow-up
maintaining nutrition and
dietary recommendations
giving up smoking
using strategies to
relax and reduce stress
managing emotions and
psychological response
to illness
adapting to work
interacting with healthcare
professionals
seeking information and
using community resources
managing relations with
significant others
managing alerts and
emergencies
In CONNECARE, according to a co-design approach,
generic requirements for a self-management system have
been defined
 Three case studies
 Community-based prevention of unplanned
hospital-related events in chronic complex
patients with high risk for hospitalization
 Preventive patient-centered intervention in
complex chronic patients undergoing elective
major surgical procedures
 Pre-habilitation intervention in high risk
candidates for major surgery
Israel
Catalonia
Groningen
Ref: http://connecare.eu/
Self-management in CONNECARE
maintaining
exercises and
activity levels
Physical activity
Healthy lifestyles, including physical activity,
have proven efficacy in the prevention and
treatment of many chronic conditions
Physical activity monitoring is done by relying
to off-the-shelf activity trackers
The following parameters have to be
monitored: steps, distance (km), calories, and
minutes of activity by intensity
Self-management in CONNECARE
maintaining
exercises and
activity levels
Health-status
To better follow-up the status of a patient,
several vital signs should be monitored
depending on the disease and the associated
co-morbidities: temperature; blood pressure;
heart rate; weight; blood oxygen saturation;
blood glucose level; and ECG.
The professional prescribes when and with
which frequency to make the measurement, as
well as put thresholds to monitor anomalies
Both the professional and the patient will
receive alerts in case a given threshold has
been overcome
monitoring physical
indicators by objective
means
Self-management in CONNECARE
maintaining
exercises and
activity levels
Drug prescription
Chronic patients are used to take several drugs
during the day. Forget to take any may provoke
serious problems
The professional needs to prescribe all the
drugs to be taken and the patient will receive
a reminder any time s/he has to take one
monitoring physical
indicators by objective
means
drug prescription
and follow-up
Self-management in CONNECARE
maintaining
exercises and
activity levels
Advices and training material
Education is a really important issue to be
provided to improve follow-up of a therapy
and to empower the patient
The professional can select advices and
training material in form of text, images, or
videos and the patient is asked to see it
monitoring physical
indicators by objective
means
drug prescription
and follow-up
advices and
training material
Self-management in CONNECARE
maintaining
exercises and
activity levels
monitoring physical
indicators by objective
means
drug prescription
and follow-up
advices and
training material
simple tasks
Simple tasks
Daily life activities performed at home radically
improve patients' recovery
Clinicians prescribes simple tasks to be
performed during the day (e.g., dancing,
cooking, reading)
Depending on the disease and the kind of
patient (e.g., in case of elderly people) the
professional may ask to perform healthy
activities such as drinking or eating a fruit
Self-management in CONNECARE
maintaining
exercises and
activity levels
monitoring physical
indicators by objective
means
drug prescription
and follow-up
advices and
training material
simple tasks
Virtual visits
Several studies show the role of professionals
and carers in supporting patients, especially
when remote solutions have been adopted
Virtual visits have been considered as a basic
functionality to be provided
Patients may stay more safely at
home without needs to move to the hospital
any time a recall visit is needed
virtual visits
Self-management in CONNECARE
maintaining
exercises and
activity levels
monitoring physical
indicators by objective
means
drug prescription
and follow-up
advices and
training material
simple tasks
Questionnaires
To empower patients is important to give them
the possibility to fill one or more
questionnaires
Once filled a questionnaire, the patient has to
receive a suitable message with the
corresponding result
At the same time, the professionals have to be
automatically informed on the filled
questionnaire virtual visits
questionnaires
Self-management in CONNECARE
maintaining
exercises and
activity levels
monitoring physical
indicators by objective
means
drug prescription
and follow-up
advices and
training material
simple tasks
Notifications
A reminder is sent before any required task
(e.g., 15 minutes before taking the blood
pressure) and a confirmation given after any
performed task with suitable information
(e.g., the value of the blood pressure)
virtual visits
questionnaires
notifications
Self-management in CONNECARE
maintaining
exercises and
activity levels
monitoring physical
indicators by objective
means
drug prescription
and follow-up
advices and
training material
simple tasks
Alerts
Anomalies are triggered any time data
gathered from the patient (e.g., through the
medical devices or a questionnaire) exceeds a
given threshold defined at prescription time
(e.g., a critical heart rate value)
virtual visits
questionnaires
notifications
managing alerts and
emergencies
Self-management in CONNECARE
maintaining
exercises and
activity levels
monitoring physical
indicators by objective
means
drug prescription
and follow-up
advices and
training material
simple tasks
Recommendations
All data gathered by the devices worn by the
patient are automatically analyzed to give an
intelligent support
virtual visits
questionnaires
notifications
managing alerts and
emergencies
sending recommendations
Self-management in CONNECARE
maintaining
exercises and
activity levels
monitoring physical
indicators by objective
means
drug prescription
and follow-up
advices and
training material
simple tasks
Messaging
Similar to the well-known Whatsapp app,
patients may send/receive text, images, videos,
links, and documents
virtual visits
questionnaires
notifications
managing alerts and
emergencies
sending recommendations
communicating with
the professionals
The CONNECARE Self-Management System (SMS)
 At the moment, about 40 patients have been
recruited in the studies in the each of the 3 sites
 Adherence is good
 Improved self-Management of their conditions
CONNECARE in the real world
 The majority of elderly people do not use
smartphone
 Those who do use old ones (few memory,
few capacity)
 Needs of help for installations of app and
devices
 Limited Internet connection at home
 Limited data availability when not at home
 Need of interaction to measure the vital
signs
 Phone calls are preferred to messages
Chronic patients self-management in the real world
23
Before finishing…where is the AI?
AI in the CONNECARE SMS
 QoL assessment through a regression model approach
 Recommender system for physical
activity (*)
(*) Ref: J.M. Fernández, M. Mamei, S. Mariani, F. Miralles, A. Steblin, E. Vargiu, F. Zambonelli. Towards
Argumentation-based Recommendations for Personalised Patient Empowerment. International Workshop on
Health Recommender Systems, co-located with ACM RecSys 2017. August 31st, 2017, Como, Italy. CEUR
Workshop proceedings Vol. 1953, pp. 2-5.
Behavior recognition and user profiling
System personalization
Thanks
Gràcies
This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 689802
Bedankt ‫תודה‬
Grazie Danke eloisa.vargiu@eurecat.org

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Self-Management of Complex Chronic Patients: Needs and A Proposal

  • 1. Self-Management of Complex Chronic Patients Eloisa Vargiu, Juan Manuel Fernández, Mauricio Gonzales-Gonzales, Juan Manuel Morales-Garzón, Kitiara Prunera-Moreda, and Felip Miralles Needs and A Proposal
  • 3. 3 An ageing population and the increasing number of people with at least one chronic disease are demanding more resources and increasing the burden on health and social care systems Image: https://www.floptv.tv/flog/la-nuda-verita/pensionato-fugge-dalla-casa-di-riposo-per-fissare-un-cantiere/
  • 4. Chronic diseases are the leading cause of mortality and morbidity in Europe, the major cause of disability, the principle reason why patients visit physicians, and the reason for 70% of health care expenditures Image: https://health.usnews.com/health-news/health-insurance/articles/2015-12-23/how-to-get-the-best-plan-when-you-have-a-chronic-illness
  • 5. 5 Image: https://velvetchainsaw.com/2010/04/14/stomaching-long-conference-lectures-is-out-active-attendee-participation-is-in/ Facilitating new forms of active participation by patients and consumers in the collection of personal health data will improve the quality of care delivered to patients through better diagnoses and targeted therapies
  • 6. Image: https://www.alliance-scotland.org.uk/blog/news/self-management-fund-review-2017/ Patient self-management plays an important role, especially when patients are elderly, widowed, and/or with economical-social restrictions
  • 7. Clark et al. identified the main features to give support in chronic diseases by older adults Ref: Clark, N.M., Becker, M.H., Janz, N.K., Lorig, K., Rakowski, W., Anderson, L.: Self-management of chronic disease by older adults: a review and questions for research. Journal of Aging and Health 3(1), 3-27 (1991) maintaining exercises and activity levels monitoring physical indicators by objective means recognizing and responding to symptoms and controlling triggers to symptoms drug prescription and follow-up maintaining nutrition and dietary recommendations giving up smoking using strategies to relax and reduce stress managing emotions and psychological response to illness adapting to work interacting with healthcare professionals seeking information and using community resources managing relations with significant others managing alerts and emergencies
  • 8. In CONNECARE, according to a co-design approach, generic requirements for a self-management system have been defined  Three case studies  Community-based prevention of unplanned hospital-related events in chronic complex patients with high risk for hospitalization  Preventive patient-centered intervention in complex chronic patients undergoing elective major surgical procedures  Pre-habilitation intervention in high risk candidates for major surgery Israel Catalonia Groningen Ref: http://connecare.eu/
  • 9. Self-management in CONNECARE maintaining exercises and activity levels Physical activity Healthy lifestyles, including physical activity, have proven efficacy in the prevention and treatment of many chronic conditions Physical activity monitoring is done by relying to off-the-shelf activity trackers The following parameters have to be monitored: steps, distance (km), calories, and minutes of activity by intensity
  • 10. Self-management in CONNECARE maintaining exercises and activity levels Health-status To better follow-up the status of a patient, several vital signs should be monitored depending on the disease and the associated co-morbidities: temperature; blood pressure; heart rate; weight; blood oxygen saturation; blood glucose level; and ECG. The professional prescribes when and with which frequency to make the measurement, as well as put thresholds to monitor anomalies Both the professional and the patient will receive alerts in case a given threshold has been overcome monitoring physical indicators by objective means
  • 11. Self-management in CONNECARE maintaining exercises and activity levels Drug prescription Chronic patients are used to take several drugs during the day. Forget to take any may provoke serious problems The professional needs to prescribe all the drugs to be taken and the patient will receive a reminder any time s/he has to take one monitoring physical indicators by objective means drug prescription and follow-up
  • 12. Self-management in CONNECARE maintaining exercises and activity levels Advices and training material Education is a really important issue to be provided to improve follow-up of a therapy and to empower the patient The professional can select advices and training material in form of text, images, or videos and the patient is asked to see it monitoring physical indicators by objective means drug prescription and follow-up advices and training material
  • 13. Self-management in CONNECARE maintaining exercises and activity levels monitoring physical indicators by objective means drug prescription and follow-up advices and training material simple tasks Simple tasks Daily life activities performed at home radically improve patients' recovery Clinicians prescribes simple tasks to be performed during the day (e.g., dancing, cooking, reading) Depending on the disease and the kind of patient (e.g., in case of elderly people) the professional may ask to perform healthy activities such as drinking or eating a fruit
  • 14. Self-management in CONNECARE maintaining exercises and activity levels monitoring physical indicators by objective means drug prescription and follow-up advices and training material simple tasks Virtual visits Several studies show the role of professionals and carers in supporting patients, especially when remote solutions have been adopted Virtual visits have been considered as a basic functionality to be provided Patients may stay more safely at home without needs to move to the hospital any time a recall visit is needed virtual visits
  • 15. Self-management in CONNECARE maintaining exercises and activity levels monitoring physical indicators by objective means drug prescription and follow-up advices and training material simple tasks Questionnaires To empower patients is important to give them the possibility to fill one or more questionnaires Once filled a questionnaire, the patient has to receive a suitable message with the corresponding result At the same time, the professionals have to be automatically informed on the filled questionnaire virtual visits questionnaires
  • 16. Self-management in CONNECARE maintaining exercises and activity levels monitoring physical indicators by objective means drug prescription and follow-up advices and training material simple tasks Notifications A reminder is sent before any required task (e.g., 15 minutes before taking the blood pressure) and a confirmation given after any performed task with suitable information (e.g., the value of the blood pressure) virtual visits questionnaires notifications
  • 17. Self-management in CONNECARE maintaining exercises and activity levels monitoring physical indicators by objective means drug prescription and follow-up advices and training material simple tasks Alerts Anomalies are triggered any time data gathered from the patient (e.g., through the medical devices or a questionnaire) exceeds a given threshold defined at prescription time (e.g., a critical heart rate value) virtual visits questionnaires notifications managing alerts and emergencies
  • 18. Self-management in CONNECARE maintaining exercises and activity levels monitoring physical indicators by objective means drug prescription and follow-up advices and training material simple tasks Recommendations All data gathered by the devices worn by the patient are automatically analyzed to give an intelligent support virtual visits questionnaires notifications managing alerts and emergencies sending recommendations
  • 19. Self-management in CONNECARE maintaining exercises and activity levels monitoring physical indicators by objective means drug prescription and follow-up advices and training material simple tasks Messaging Similar to the well-known Whatsapp app, patients may send/receive text, images, videos, links, and documents virtual visits questionnaires notifications managing alerts and emergencies sending recommendations communicating with the professionals
  • 21.  At the moment, about 40 patients have been recruited in the studies in the each of the 3 sites  Adherence is good  Improved self-Management of their conditions CONNECARE in the real world
  • 22.  The majority of elderly people do not use smartphone  Those who do use old ones (few memory, few capacity)  Needs of help for installations of app and devices  Limited Internet connection at home  Limited data availability when not at home  Need of interaction to measure the vital signs  Phone calls are preferred to messages Chronic patients self-management in the real world
  • 24. AI in the CONNECARE SMS  QoL assessment through a regression model approach  Recommender system for physical activity (*) (*) Ref: J.M. Fernández, M. Mamei, S. Mariani, F. Miralles, A. Steblin, E. Vargiu, F. Zambonelli. Towards Argumentation-based Recommendations for Personalised Patient Empowerment. International Workshop on Health Recommender Systems, co-located with ACM RecSys 2017. August 31st, 2017, Como, Italy. CEUR Workshop proceedings Vol. 1953, pp. 2-5. Behavior recognition and user profiling System personalization
  • 25. Thanks Gràcies This project has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 689802 Bedankt ‫תודה‬ Grazie Danke [email protected]