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Ontology-Based and Architecture-Based Method for the Development of Interoperable Care Systems for Type 2 Diabetes Mellitus

Processes like the care of type 2 diabetes mellitus patients require support by information systems considering the heterogeneity of the actors from different domains involved, enabling harmonization and integration of their specific methodologies and knowledge representation approaches towards inte...

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Detalles Bibliográficos
Autores principales: Uribe, Gustavo Andres, Blobel, Bernd, Lopez, Diego M, Schultz, Stefan, Ruiz, Alonso A
Lenguaje:eng
Publicado: 2020
Materias:
Acceso en línea:https://dx.doi.org/10.3233/SHTI200181
http://cds.cern.ch/record/2800363
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author Uribe, Gustavo Andres
Blobel, Bernd
Lopez, Diego M
Schultz, Stefan
Ruiz, Alonso A
author_facet Uribe, Gustavo Andres
Blobel, Bernd
Lopez, Diego M
Schultz, Stefan
Ruiz, Alonso A
author_sort Uribe, Gustavo Andres
collection CERN
description Processes like the care of type 2 diabetes mellitus patients require support by information systems considering the heterogeneity of the actors from different domains involved, enabling harmonization and integration of their specific methodologies and knowledge representation approaches towards interdisciplinary cooperation. Currently, the development of systems starts from the simplified information world, ignoring the aforementioned heterogeneity and specificity of real-world processes. This paper aims to demonstrate the feasibility of developing an adaptive, interoperable and intelligent system that supports the major aspects of type 2 diabetes mellitus care based on the Generic Component Model as formal methodology for modelling universal systems. The result is a deployable solution based on a formal representation of the diabetes care system, its objectives, and the intended business process. The implemented system enables reasoning over the data, inferring medical diagnosis. The effectiveness of the inference was evaluated, obtaining an F-measure of 0.89. The methods presented in this paper helps to build high quality models based on computation-independent aspects, which enable the construction of knowledge-based adaptive, intelligent and interoperable eHealth systems.
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2020
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spelling cern-28003632022-10-31T15:44:25Zdoi:10.3233/SHTI200181http://cds.cern.ch/record/2800363engUribe, Gustavo AndresBlobel, BerndLopez, Diego MSchultz, StefanRuiz, Alonso AOntology-Based and Architecture-Based Method for the Development of Interoperable Care Systems for Type 2 Diabetes MellitusHealth Physics and Radiation EffectsProcesses like the care of type 2 diabetes mellitus patients require support by information systems considering the heterogeneity of the actors from different domains involved, enabling harmonization and integration of their specific methodologies and knowledge representation approaches towards interdisciplinary cooperation. Currently, the development of systems starts from the simplified information world, ignoring the aforementioned heterogeneity and specificity of real-world processes. This paper aims to demonstrate the feasibility of developing an adaptive, interoperable and intelligent system that supports the major aspects of type 2 diabetes mellitus care based on the Generic Component Model as formal methodology for modelling universal systems. The result is a deployable solution based on a formal representation of the diabetes care system, its objectives, and the intended business process. The implemented system enables reasoning over the data, inferring medical diagnosis. The effectiveness of the inference was evaluated, obtaining an F-measure of 0.89. The methods presented in this paper helps to build high quality models based on computation-independent aspects, which enable the construction of knowledge-based adaptive, intelligent and interoperable eHealth systems.oai:cds.cern.ch:28003632020
spellingShingle Health Physics and Radiation Effects
Uribe, Gustavo Andres
Blobel, Bernd
Lopez, Diego M
Schultz, Stefan
Ruiz, Alonso A
Ontology-Based and Architecture-Based Method for the Development of Interoperable Care Systems for Type 2 Diabetes Mellitus
title Ontology-Based and Architecture-Based Method for the Development of Interoperable Care Systems for Type 2 Diabetes Mellitus
title_full Ontology-Based and Architecture-Based Method for the Development of Interoperable Care Systems for Type 2 Diabetes Mellitus
title_fullStr Ontology-Based and Architecture-Based Method for the Development of Interoperable Care Systems for Type 2 Diabetes Mellitus
title_full_unstemmed Ontology-Based and Architecture-Based Method for the Development of Interoperable Care Systems for Type 2 Diabetes Mellitus
title_short Ontology-Based and Architecture-Based Method for the Development of Interoperable Care Systems for Type 2 Diabetes Mellitus
title_sort ontology-based and architecture-based method for the development of interoperable care systems for type 2 diabetes mellitus
topic Health Physics and Radiation Effects
url https://dx.doi.org/10.3233/SHTI200181
http://cds.cern.ch/record/2800363
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AT lopezdiegom ontologybasedandarchitecturebasedmethodforthedevelopmentofinteroperablecaresystemsfortype2diabetesmellitus
AT schultzstefan ontologybasedandarchitecturebasedmethodforthedevelopmentofinteroperablecaresystemsfortype2diabetesmellitus
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