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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...
Autores principales: | , , , , |
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Lenguaje: | eng |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.3233/SHTI200181 http://cds.cern.ch/record/2800363 |
_version_ | 1780972628519944192 |
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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. |
id | cern-2800363 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2020 |
record_format | invenio |
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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