Cargando…
Knowledge Management Framework for Emerging Infectious Diseases Preparedness and Response: Design and Development of Public Health Document Ontology
BACKGROUND: There are increasing concerns about our preparedness and timely coordinated response across the globe to cope with emerging infectious diseases (EIDs). This poses practical challenges that require exploiting novel knowledge management approaches effectively. OBJECTIVE: This work aims to...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5656775/ https://www.ncbi.nlm.nih.gov/pubmed/29021130 http://dx.doi.org/10.2196/resprot.7904 |
_version_ | 1783273760101498880 |
---|---|
author | Zhang, Zhizun Gonzalez, Mila C Morse, Stephen S Venkatasubramanian, Venkat |
author_facet | Zhang, Zhizun Gonzalez, Mila C Morse, Stephen S Venkatasubramanian, Venkat |
author_sort | Zhang, Zhizun |
collection | PubMed |
description | BACKGROUND: There are increasing concerns about our preparedness and timely coordinated response across the globe to cope with emerging infectious diseases (EIDs). This poses practical challenges that require exploiting novel knowledge management approaches effectively. OBJECTIVE: This work aims to develop an ontology-driven knowledge management framework that addresses the existing challenges in sharing and reusing public health knowledge. METHODS: We propose a systems engineering-inspired ontology-driven knowledge management approach. It decomposes public health knowledge into concepts and relations and organizes the elements of knowledge based on the teleological functions. Both knowledge and semantic rules are stored in an ontology and retrieved to answer queries regarding EID preparedness and response. RESULTS: A hybrid concept extraction was implemented in this work. The quality of the ontology was evaluated using the formal evaluation method Ontology Quality Evaluation Framework. CONCLUSIONS: Our approach is a potentially effective methodology for managing public health knowledge. Accuracy and comprehensiveness of the ontology can be improved as more knowledge is stored. In the future, a survey will be conducted to collect queries from public health practitioners. The reasoning capacity of the ontology will be evaluated using the queries and hypothetical outbreaks. We suggest the importance of developing a knowledge sharing standard like the Gene Ontology for the public health domain. |
format | Online Article Text |
id | pubmed-5656775 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-56567752017-11-28 Knowledge Management Framework for Emerging Infectious Diseases Preparedness and Response: Design and Development of Public Health Document Ontology Zhang, Zhizun Gonzalez, Mila C Morse, Stephen S Venkatasubramanian, Venkat JMIR Res Protoc Original Paper BACKGROUND: There are increasing concerns about our preparedness and timely coordinated response across the globe to cope with emerging infectious diseases (EIDs). This poses practical challenges that require exploiting novel knowledge management approaches effectively. OBJECTIVE: This work aims to develop an ontology-driven knowledge management framework that addresses the existing challenges in sharing and reusing public health knowledge. METHODS: We propose a systems engineering-inspired ontology-driven knowledge management approach. It decomposes public health knowledge into concepts and relations and organizes the elements of knowledge based on the teleological functions. Both knowledge and semantic rules are stored in an ontology and retrieved to answer queries regarding EID preparedness and response. RESULTS: A hybrid concept extraction was implemented in this work. The quality of the ontology was evaluated using the formal evaluation method Ontology Quality Evaluation Framework. CONCLUSIONS: Our approach is a potentially effective methodology for managing public health knowledge. Accuracy and comprehensiveness of the ontology can be improved as more knowledge is stored. In the future, a survey will be conducted to collect queries from public health practitioners. The reasoning capacity of the ontology will be evaluated using the queries and hypothetical outbreaks. We suggest the importance of developing a knowledge sharing standard like the Gene Ontology for the public health domain. JMIR Publications 2017-10-11 /pmc/articles/PMC5656775/ /pubmed/29021130 http://dx.doi.org/10.2196/resprot.7904 Text en ©Zhizun Zhang, Mila C Gonzalez, Stephen S Morse, Venkat Venkatasubramanian. Originally published in JMIR Research Protocols (http://www.researchprotocols.org), 11.10.2017. https://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Research Protocols, is properly cited. The complete bibliographic information, a link to the original publication on http://www.researchprotocols.org, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Zhang, Zhizun Gonzalez, Mila C Morse, Stephen S Venkatasubramanian, Venkat Knowledge Management Framework for Emerging Infectious Diseases Preparedness and Response: Design and Development of Public Health Document Ontology |
title | Knowledge Management Framework for Emerging Infectious Diseases Preparedness and Response: Design and Development of Public Health Document Ontology |
title_full | Knowledge Management Framework for Emerging Infectious Diseases Preparedness and Response: Design and Development of Public Health Document Ontology |
title_fullStr | Knowledge Management Framework for Emerging Infectious Diseases Preparedness and Response: Design and Development of Public Health Document Ontology |
title_full_unstemmed | Knowledge Management Framework for Emerging Infectious Diseases Preparedness and Response: Design and Development of Public Health Document Ontology |
title_short | Knowledge Management Framework for Emerging Infectious Diseases Preparedness and Response: Design and Development of Public Health Document Ontology |
title_sort | knowledge management framework for emerging infectious diseases preparedness and response: design and development of public health document ontology |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5656775/ https://www.ncbi.nlm.nih.gov/pubmed/29021130 http://dx.doi.org/10.2196/resprot.7904 |
work_keys_str_mv | AT zhangzhizun knowledgemanagementframeworkforemerginginfectiousdiseasespreparednessandresponsedesignanddevelopmentofpublichealthdocumentontology AT gonzalezmilac knowledgemanagementframeworkforemerginginfectiousdiseasespreparednessandresponsedesignanddevelopmentofpublichealthdocumentontology AT morsestephens knowledgemanagementframeworkforemerginginfectiousdiseasespreparednessandresponsedesignanddevelopmentofpublichealthdocumentontology AT venkatasubramanianvenkat knowledgemanagementframeworkforemerginginfectiousdiseasespreparednessandresponsedesignanddevelopmentofpublichealthdocumentontology |