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A model to develop frailty diagnosis
tools through mobile devices and a
    service-oriented approach
                     J. Fontecha, R. HervĂĄs, J. Bravo, F.J. Navarro




      MAmI Research Lab                                        Geriatric Services
 Castilla-La Mancha University                           Residencia Asistida de Ancianos
       Ciudad Real, Spain                                      Ciudad Real, Spain
What is Frailty?




                                                    ‱ Woodhouse, 1988
                                                        “elderly people more than 65 years old who
                                                         depend on other people to perform their basic
                                                         needs”.
                            ‱ Gillick, 1989
                                “old debilitated individuals who cannot survive
                                 without substantial help from others”.

What is Frailty?            1                                 2                  3
Assessment methods
                                  Decrease resistance
New Technologies Impact                                           Cumulative         Adverse health
                                   and physiological
The proposed model                                                  wear                effects
   Conceptual Design
                                       reserves
   Functional Design
                                                                                                      2
Conclusions & Discussions
Assessment methods
                            1.    Global scores from standardized questionnaires filled by
                                  physicians.

                                 Barthel Index     Tinnetti     MMS        Lawton&Brody
                                                                                                  


                            2.    Overview of the elder and his environment.


                            3.    Measures from medical instruments.

                                   Dynamometer        Scale      Blood pressure meter
                                                                                          

What is Frailty?
Assessment methods
New Technologies Impact     4.    Analysis of lab reports from the elderly patient.
The proposed model
   Conceptual Design
   Functional Design
                                                                                              3
Conclusions & Discussions
New technologies impact
                            ‱ New technologies for Frailty diagnosis
                                                                                   BMI
                                                    Total water     ADL level
                                                                           Age Lean mass
                                                                                       Need help
                                              Drug number Tinetti balance score Weight
                                                                                         Fat mass
                                          Tinetti gait score Size Leukocytes Depression
                                                                                         Blood iron
                                              Barthel index Gender Ferritin Vitamin B12
                                           MMS Total protein Malnutrition CRP Calcium

                                                                      Polypharmacy


                                                             Centralized Assessment
                                                Combination with accelerometer results*

                                                                           Standard deviation
What is Frailty?
                                                   Arithmetic mean
Assessment methods                                                      Pearson’s coefficient of variation
New Technologies Impact                                    Amplitude      Absolute mean difference
                                               Variance
The proposed model
                                                             Acceleration mean
   Conceptual Design
   Functional Design        * Elderly Frailty detection by using accelerometer-enabled smartphones and clinical information records.
                                                                                                                                4
Conclusions & Discussions   JesĂșs Fontecha, Fco. Javier Navarro, RamĂłn HervĂĄs, JosĂ© Bravo. Personal and Ubiquitous Computing Journal.
The proposed model
                            ‱ Goal:
                              “Facilitating the implementation of automated systems to be run on
                              mobile devices in order to get a centralized & objective frailty
                              assessment”.

                            ‱ Consideration:
                              The technology used to implement our model depends on developers

                                                          Two Parts



                                 Which?      Conceptual               Functional        How?
What is Frailty?
                               (structure)     Design                   Design      (functionality)
Assessment methods
New Technologies Impact
The proposed model
   Conceptual Design                   Entities     Roles      Services      Functionalities
   Functional Design
                                                                                                      5
Conclusions & Discussions
Conceptual Design (I)
                            ‱ Identification of entities and roles
                                                                     -Service deployment
                                                Mobile Phone         - Interaction & Visualization
                                                                     - Accelerometer data acquisiton

                               Devices
                                                Accelerometer        - Accelerometer data acquisiton


                                                 Server      - Providing services to mobile device
                                                             - Process deployment


                                                            - Providing the patient record
                                                 Patient
What is Frailty?                                            - Carrying the accelerometer to the waist
Assessment methods
                                Users
New Technologies Impact
The proposed model                               Physician - Interacting with mobile device
   Conceptual Design
                                                           - Making a final diagnosis
   Functional Design
                                                                                                  6
Conclusions & Discussions
Conceptual Design (II)
                            ‱ Identification of entities and roles

                                               Questionnaires      - Measures fromclinical indicators

                               Artifacts
                                               Medical
                                                                   -Measures from clinical equipment
                                               Instruments


                                               Patient Record      - Values of frailty risk factors

                                               Patient Stack       - Frailty data storage

                             Procedures &       Acquisition        - Getting data from entities
What is Frailty?
                               Services
                                                Processing         - Analyisis and processing data
Assessment methods
New Technologies Impact
The proposed model
                                                Storage            - Data storage
   Conceptual Design
   Functional Design                            Result        - Providing final results on mobile device
                                                                                                     7
Conclusions & Discussions
Conceptual Design (III)




What is Frailty?
Assessment methods
New Technologies Impact
The proposed model
   Conceptual Design
   Functional Design
                                                      8
Conclusions & Discussions
Functional Design (I)
                            ‱ Service-Oriented Approach  Procedures & Services
                            ‱ Requirements and Functions

                                                              SERVICES
                                                      Mobile             Web




                             - Accelerometer data acquisition        - Patient record extraction
                             - Accelerometer data processing         - Comparison and analysis procedure
What is Frailty?             - Visualization of frailty assessment   - Setting up a built result
Assessment methods                                                   - Storage into patient stack
New Technologies Impact
The proposed model
   Conceptual Design
   Functional Design
                                                                                                           9
Conclusions & Discussions
Functional Design (II)
                            ‱ Inputs and Outputs

                               Service                     Type     Inputs                  Outputs
                               Accelerometer data          Mobile   Accelerometer signal    Accelerometer
                               acquisition                                                  values (x,y,z)
                               Accelerometer data          Mobile   Accelerometer           Accelerometry
                               processing                           values (x,y,z)          indicators
                               Patient record              Web      Patient record,         Frailty risk factors
                               extraction                           accelerometry
                                                                    indicators
                               Analysis procedure          Web      Frailty risk factors,   Frailty assessment
                                                                    patient stack
                               Setting up a built result   Web      Frailty assessment      Frailty assessment
                                                                                            formalized
What is Frailty?               Visualization of frailty    Mobile   Frailty assessment      Information, tips &
Assessment methods             assessment                           formalized              charts
New Technologies Impact        Storage into patient        Web      Risk factors from the   Patient stack with
The proposed model             stack                                new patient             new patient
   Conceptual Design
   Functional Design
                                                                                                                   10
Conclusions & Discussions
Conclusion and Discussion
                            ‱   Model to support frailty diagnosis in a ubiquitous environment
                            ‱   A centralized system valid for physicians
                            ‱   Mobile devices (mobile phones) as the core of these systems
                            ‱   Providing a conceptual and functional framework.

                            ‱ Evaluation of efficiency & usability: Entities and Services
                            ‱ Comparison
                                ‱ Frailty tools based on our model vs. other



What is Frailty?
Assessment methods
New Technologies Impact
The proposed model
   Conceptual Design
   Functional Design
                                                                                            11
Conclusions & Discussions
A model to develop frailty diagnosis
tools through mobile devices and a
    service-oriented approach
                     J. Fontecha, R. HervĂĄs, J. Bravo, F.J. Navarro




      MAmI Research Lab                                        Geriatric Services
 Castilla-La Mancha University                           Residencia Asistida de Ancianos
       Ciudad Real, Spain                                      Ciudad Real, Spain

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A model to develop frailty diagnosis tools through mobile devices and a service-oriented approach

  • 1. A model to develop frailty diagnosis tools through mobile devices and a service-oriented approach J. Fontecha, R. HervĂĄs, J. Bravo, F.J. Navarro MAmI Research Lab Geriatric Services Castilla-La Mancha University Residencia Asistida de Ancianos Ciudad Real, Spain Ciudad Real, Spain
  • 2. What is Frailty? ‱ Woodhouse, 1988 “elderly people more than 65 years old who depend on other people to perform their basic needs”. ‱ Gillick, 1989 “old debilitated individuals who cannot survive without substantial help from others”. What is Frailty? 1 2 3 Assessment methods Decrease resistance New Technologies Impact Cumulative Adverse health and physiological The proposed model wear effects Conceptual Design reserves Functional Design 2 Conclusions & Discussions
  • 3. Assessment methods 1. Global scores from standardized questionnaires filled by physicians. Barthel Index Tinnetti MMS Lawton&Brody 
 2. Overview of the elder and his environment. 3. Measures from medical instruments. Dynamometer Scale Blood pressure meter 
 What is Frailty? Assessment methods New Technologies Impact 4. Analysis of lab reports from the elderly patient. The proposed model Conceptual Design Functional Design 3 Conclusions & Discussions
  • 4. New technologies impact ‱ New technologies for Frailty diagnosis BMI Total water ADL level Age Lean mass Need help Drug number Tinetti balance score Weight Fat mass Tinetti gait score Size Leukocytes Depression Blood iron Barthel index Gender Ferritin Vitamin B12 MMS Total protein Malnutrition CRP Calcium Polypharmacy Centralized Assessment Combination with accelerometer results* Standard deviation What is Frailty? Arithmetic mean Assessment methods Pearson’s coefficient of variation New Technologies Impact Amplitude Absolute mean difference Variance The proposed model Acceleration mean Conceptual Design Functional Design * Elderly Frailty detection by using accelerometer-enabled smartphones and clinical information records. 4 Conclusions & Discussions JesĂșs Fontecha, Fco. Javier Navarro, RamĂłn HervĂĄs, JosĂ© Bravo. Personal and Ubiquitous Computing Journal.
  • 5. The proposed model ‱ Goal: “Facilitating the implementation of automated systems to be run on mobile devices in order to get a centralized & objective frailty assessment”. ‱ Consideration: The technology used to implement our model depends on developers Two Parts Which? Conceptual Functional How? What is Frailty? (structure) Design Design (functionality) Assessment methods New Technologies Impact The proposed model Conceptual Design Entities Roles Services Functionalities Functional Design 5 Conclusions & Discussions
  • 6. Conceptual Design (I) ‱ Identification of entities and roles -Service deployment Mobile Phone - Interaction & Visualization - Accelerometer data acquisiton Devices Accelerometer - Accelerometer data acquisiton Server - Providing services to mobile device - Process deployment - Providing the patient record Patient What is Frailty? - Carrying the accelerometer to the waist Assessment methods Users New Technologies Impact The proposed model Physician - Interacting with mobile device Conceptual Design - Making a final diagnosis Functional Design 6 Conclusions & Discussions
  • 7. Conceptual Design (II) ‱ Identification of entities and roles Questionnaires - Measures fromclinical indicators Artifacts Medical -Measures from clinical equipment Instruments Patient Record - Values of frailty risk factors Patient Stack - Frailty data storage Procedures & Acquisition - Getting data from entities What is Frailty? Services Processing - Analyisis and processing data Assessment methods New Technologies Impact The proposed model Storage - Data storage Conceptual Design Functional Design Result - Providing final results on mobile device 7 Conclusions & Discussions
  • 8. Conceptual Design (III) What is Frailty? Assessment methods New Technologies Impact The proposed model Conceptual Design Functional Design 8 Conclusions & Discussions
  • 9. Functional Design (I) ‱ Service-Oriented Approach  Procedures & Services ‱ Requirements and Functions SERVICES Mobile Web - Accelerometer data acquisition - Patient record extraction - Accelerometer data processing - Comparison and analysis procedure What is Frailty? - Visualization of frailty assessment - Setting up a built result Assessment methods - Storage into patient stack New Technologies Impact The proposed model Conceptual Design Functional Design 9 Conclusions & Discussions
  • 10. Functional Design (II) ‱ Inputs and Outputs Service Type Inputs Outputs Accelerometer data Mobile Accelerometer signal Accelerometer acquisition values (x,y,z) Accelerometer data Mobile Accelerometer Accelerometry processing values (x,y,z) indicators Patient record Web Patient record, Frailty risk factors extraction accelerometry indicators Analysis procedure Web Frailty risk factors, Frailty assessment patient stack Setting up a built result Web Frailty assessment Frailty assessment formalized What is Frailty? Visualization of frailty Mobile Frailty assessment Information, tips & Assessment methods assessment formalized charts New Technologies Impact Storage into patient Web Risk factors from the Patient stack with The proposed model stack new patient new patient Conceptual Design Functional Design 10 Conclusions & Discussions
  • 11. Conclusion and Discussion ‱ Model to support frailty diagnosis in a ubiquitous environment ‱ A centralized system valid for physicians ‱ Mobile devices (mobile phones) as the core of these systems ‱ Providing a conceptual and functional framework. ‱ Evaluation of efficiency & usability: Entities and Services ‱ Comparison ‱ Frailty tools based on our model vs. other What is Frailty? Assessment methods New Technologies Impact The proposed model Conceptual Design Functional Design 11 Conclusions & Discussions
  • 12. A model to develop frailty diagnosis tools through mobile devices and a service-oriented approach J. Fontecha, R. HervĂĄs, J. Bravo, F.J. Navarro MAmI Research Lab Geriatric Services Castilla-La Mancha University Residencia Asistida de Ancianos Ciudad Real, Spain Ciudad Real, Spain