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POWER2DM - Predictive model-based decision support for diabetes patient empowerment

Deliverables

D1.4.2.b Prototype and Integrated POWER2DM System Releases II

2nd Partial result of Task 1.4: 2nd and later successive prototypes of the POWER2DM integrated system released after successful testing of connected updated subsystems and components, as well as the final release. Internal deadlines for Prototype stages 2 and 3: Months 22, 28

D4.6.1b Privacy/Security Enablers for POWER2DM Services II

Result of Task 4.6: Privacy and security tools/mechanisms required in order to protect the privacy and security of personal data while flowing among POWER2DM components and opening these services to third party applications, including the authentication framework for POWER2DM web and mobile applications. - Final stage -

D4.5.1 Integrated eHealth Systems for Pilot Sites

Result of task 4.5: Established data based E-health functionalities necessary for work packages 5 and 6, that combine the results of Task 4.1 through 4.4. Internal deadline for intermediate development stage: Month 21

D1.4.2.a Prototype and Integrated POWER2DM System Releases I

2nd Partial result of Task 1.4: First of successive prototypes of the POWER2DM integrated system released after successful testing of connected updated subsystems and components.

D3.3.1b Action Plan Engine II

Result of Task 3.3: Enhanced EMPOWER Action Plan Engine featuring guidance-based goal and action plan specification. Internal deadline for 2nd intermediate development stage: Month 21

D3.3.1a Action Plan Engine I

Result of Task 3.3: Enhanced EMPOWER Action Plan Engine featuring guidance-based goal and action plan specification.

D3.4.2 Web-Based GUI Components for DSS

2nd Partial result of Task 3.4: web-based target-group specific HCI graphical user interfaces Internal deadline for intermediate development stage: Month 21

D4.3.1 External EHR/PHR Integrators

Result of Task 4.3: Integration of official national health records and personal health records with data gathered from personal devices and other personal health records, following analysis of national law and its impact on the availability of data . Internal deadline for intermediate development stage: Month 8

D2.1.1 Short-Term Predictive Component

Result of Task 2.1: Personalized home monitoring supporting tool for daily glucose management based on the KADIS® model.

D4.4.1b Data Quality Analysis Framework II

1st partial result of Task 4.4: First order review framework of data quality to be used in the automatic review of data quality based on a set of business rules. -Final stage-

D4.4.2 Basic Data Processing Framework

Second partial result of Task 4.4: Basic data processing framework established and operational.

D4.2.1 Sensor Integrators

Result of task 4.2: Choice of the sensors to be used within POWER2DM as well as definition, design and development of the corresponding API’s for data extraction to the E-health platform. Internal deadline for intermediate development stage: Month 8

D3.4.3 Mobile GUI Components for DSS

3rd Partial result of Task 3.4: mobile device-based target-group specific HCI graphical user interfaces Internal deadline for intermediate development stage: Month 21

D2.4.2 Web based GUI Components for Visualization of Predctiions/Simulations

Second partial result of Task 2.4: Designs for web-based patient-focused Graphical User Interfaces used to communicate short-medium-long term predictions and simulations. Internal deadline for intermediate development stage: Month 21

D4.1.2 Personal Data Store Service Implementation

2nd partial result of Task 4.1: Personal data management platform based on the data requirements and description of the data model. The service will first serve for the Quantification Campaign. In the second version it will be updated for actual pilot studies. Internal deadline for intermediate development stage: Month 8

D2.2.1 Mid-and-Long TermPredictive Component

Result of Task 2.2: Personalized home supporting tool for mid- and long term diabetes risk management based on the MT2D-Marvel model and Risk Scoring models

D3.2.1a Recommender Engine I

Result of Task 3.2: Extended EMPOWER Recommender Engine creating and adapting personalized recommended goals and action plans for the patient based on the predictions and simulations coming from the Predictive Framework, and integrating the overall care plan created by healthcare professions. Internal deadlines for intermediate development stages: Months 15, 21

D5.4.1 Completion of Quantification Campaign

First partial result of Task 5.4: Completion of the Quantification campaign used to define the SOP for the POWER2DM field trials

D2.4.3 Mobile GUI Components for Vizualisation of Predictions/Simulations

Third partial result of Task 2.4: Designs for mobile-based patient-focused Graphical User Interfaces used to communicate short-medium-long term predictions and simulations. Internal deadline for intermediate development stage: Month 21

D3.2.1b Recommender Engine II

Result of Task 3.2: Extended EMPOWER Recommender Engine creating and adapting personalized recommended goals and action plans for the patient based on the predictions and simulations coming from the Predictive Framework, and integrating the overall care plan created by healthcare professions. Internal deadline for 2nd intermediate development stage: Month 21

D4.1.1 Personal Data Model and Service API

1st partial result of Task 4.1: Full-blown set of data requirements and complete description of the data model; Personal data store service API defined based on these. Internal deadline for intermediate development stage: Month 2

D2.3.1a POWER2DM Integrated Prediction Service & API I

Result of Task 2.3: Report on POWER2DM interactive, real time prediction services for efficient daily support of diabetes patients featuring: - personalized real time risk prediction service, - model-specific APIs for interaction with other modules and external systems, - implementation of interactions with the diabetes models - First intermediate development stage -

D3.1.1a Dynamic Behaviour Change Intervention Models for Self-Management I

Result of Task 3.1: Dynamic intervention models based on selected BCT functionalities for a range of patient profiles, for lifestyle and therapy, and based on a designed meta-model (ontology) for goals and activities and their connections to the interventions. Internal deadline for intermediate development stage: Month 10

D4.6.1a Privacy/Security Enablers for POWER2DM Services I

Result of Task 4.6: Privacy and security tools/mechanisms required in order to protect the privacy and security of personal data while flowing among POWER2DM components and opening these services to third party applications, including the authentication framework for POWER2DM web and mobile applications. - First intermediate development stage -

D7.4.1a Report on Industry Liaison and Exploitation Activities I

Result of Task 7.4: Utilization of partner TNO's Small Business Innovation Research (SBIR) programme named “Technology seeks Entrepreneur” forming liaisons with the European SMEs to bring the innovations produced in POWER2DM in the European market. - First development stage -

D2.3.1b POWER2DM Integrated Prediction Service & API II

Result of Task 2.3: Report on POWER2DM interactive, real time prediction services for efficient daily support of diabetes patients featuring: - personalized real time risk prediction service, - model-specific APIs for interaction with other modules and external systems, - implementation of interactions with the diabetes models Internal deadline for 2nd intermediate development stage: Month 21

D5.2.1 Quantification of Campaign Methodology

First partial result of Task 5.2: Specification (pilot-site specific) of appropriate physiological, behavioural and psychosocial markers which have significant predictive values for diabetes, and that should be included in the model-based predictions apart from those already known.

D1.3.1 Conceptual Design of the POWER2DM Architecture

Result from Task 1.3: POWER2DM Architecture Conceptual Design Document

D5.1.1 Specific Requirements of Pilot Sites

Result of Task 5.1: Evaluation and implementation of specific general and local requirements needed for each pilot center.

D5.2.2 Evaluation of Campaign Methodology

Second partial result of Task 5.2: Evaluation report of the pilot-site specific use of the markers defined in D5.1.1 in practice in the model-based predictions, and ensuing Standard Operating Procedures (SOP) for the conduction of the POWER2DM field trials.

D7.4.1b Report on Industry Liaison and Exploitation Activities II

Result of Task 7.4: Utilization of partner TNO's Small Business Innovation Research (SBIR) programme named “Technology seeks Entrepreneur” forming liaisons with the European SMEs to bring the innovations produced in POWER2DM in the European market. - Second development stage -

D2.4.1 Mockups for GUI Components

First partial result of Task 2.4: Mockups of patient-focused Graphical User Interfaces used to communicate short-medium-long term predictions and simulations.

D1.4.3b Test and Evaluation Report for POWER2DM Components and Integration II

3rd partial result of Task 1.4: Complete ready-for-implementation update/release instruction packages created based on collected feedback received from professionals and patients. Internal deadlines for intermediate development stages: Months 21, 27

D1.1.1 User Requirements and Use Case Scenarios

Result from Task 1.1: Report on User Requirements and Use Case Scenarios

D3.5.1 Behaviour Change Intervention Contents

Result of Task 3.5: Country-, language-, and culture-specific knowledge content to be included in the POWER2DM BCT modules Internal deadline for intermediate development stage: Month 21

D7.1.1 Communication and Dissemination Plan

1st partial result of Task 7.1: Initial dissemination strategy.

D6.2.1 Description of the Quantification Campaign Dataset

First partial result of Task 6.2: Combination of the several data sources from the 3 study settings of the Quantification Campaign in Spain, Germany and The Netherlands (mHealth devices, online questionnaires etc.) and the preparation of the combined dataset for the analysis in T6.3.

D3.1.1b Dynamic Behaviour Change Intervention Models for Self-Management II

Result of Task 3.1: Dynamic intervention models based on selected BCT functionalities for a range of patient profiles, for lifestyle and therapy, and based on a designed meta-model (ontology) for goals and activities and their connections to the interventions.

D5.3.1 Feasibility Studies Outcome

Result of Task 5.3: Feasibility evaluation of POWER2DM Prototype II used by 5 patients at each clinical centre.

D7.1.2a Report on Dissemination Activities I

2nd partial result of Task 7.1 including: outcomes of dissemination activities including workshops, hackathons, special sessions or events; updates of project website and social media news; and POWER2DM Handbook. Internal deadline for intermediate development stage: Month 28

D8.1.1 Project Presentation

First partial result of Task 8.1 (Administrative Management of thePOWER2DM project): Project Presentation.

D1.4.1 Software Test Plan for POWER2DM Infrastructure and its Components

Partial result of Task 1.4: Development of a testing framework for testing both the separate software components and subsystems as well as the integrated system.

D6.1.1 Description of Decision Model

Result of Task 6.1: Computer decision model for evaluation of long-term effects and costs of the POWER2DM integrated self management system.

D3.4.1. Mockups for The Web/Mobile User Interfaces

1st partial result of Task 3.4: User interfaces made available as mock-ups in an early stage of the project for evaluation and feedback of prospective end-users.

D7.2.1 Open Research Data Management Plan

First partial result of Task 7.2: Data Management Plan specifying which of the POWER2DM research data can and will be made open in the framework of the Horizon 2020 Pilot Action on Open Research Data.

D1.4.3a Test and Evaluation Report for POWER2DM Components and Integration I

3rd partial result of Task 1.4: Complete ready-for-implementation update/release instruction packages created based on collected feedback received from professionals and patients.

D1.2.1 Requirements Specification of the POWER2DM Architecture

Result from Task 1.2: Requirements Specification Document of the POWER2DM Architecture

D5.4.2 User Training Materials and Outcomes

Second partial result of Task 5.4: Report on all material prepared for education of healthcare professionals and patients, including plans for theoretical sessions for describing procedures, hard-copy and online tutorials and courses

D4.4.1a Data Quality Analysis Framework I

1st partial result of Task 4.4: First order review framework of data quality to be used in the automatic review of data quality based on a set of business rules. - 1st intermediate development stage -

D6.3.1 Small-Scale Evalutation Reports

Result of Task 6.3: Evaluation of the Quantification Campaign for: a) predictive value of the KADIS model using 72h CGM data vs. mHealth devices and other monitoring sources; b) pilot data and interviews to assess user experiences.

D8.1.2 Project Web Site

Second partial result of Task 8.1 (Administrative Management of thePOWER2DM project): Project Web Site.

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Publications

An expandable approach for design and personalization of digital, just-in-time adaptive interventions

Author(s): Suat Gonul, Tuncay Namli, Sasja Huisman, Gokce Banu Laleci Erturkmen, Ismail Hakki Toroslu, Ahmet Cosar
Published in: Journal of the American Medical Informatics Association, Issue 26/3, 2018, Page(s) 198-210, ISSN 1067-5027
DOI: 10.1093/jamia/ocy160

POWER2DM: PREDICTIVE MODEL-BASED DECISION SUPPORT FOR DIABETES PATIENT EMPOWERMENT

Author(s): Albert de Graaf
Published in: Pancreatic Disorders & Therapy, 2017, ISSN 2165-7092

Optimization of Just-in-Time Adaptive Interventions Using Reinforcement Learning

Author(s): Suat Gonul, Tuncay Namli, Mert Baskaya, Ali Anil Sinaci, Ahmet Cosar, Ismail Hakki Toroslu
Published in: Recent Trends and Future Technology in Applied Intelligence - 31st International Conference on Industrial Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2018, Montreal, QC, Canada, June 25-28, 2018, Proceedings, Issue 10868, 2018, Page(s) 334-341
DOI: 10.1007/978-3-319-92058-0_32