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A novel framework for assessing metadata quality in epidemiological and public health research settings

Metadata are critical in epidemiological and public health research. However, a lack of biomedical metadata quality frameworks and limited awareness of the implications of poor quality metadata renders data analyses problematic. In this study, we created and evaluated a novel framework to assess met...

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Detalles Bibliográficos
Autores principales: McMahon, Christiana, Denaxas, Spiros
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Informatics Association 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5001774/
https://www.ncbi.nlm.nih.gov/pubmed/27570670
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author McMahon, Christiana
Denaxas, Spiros
author_facet McMahon, Christiana
Denaxas, Spiros
author_sort McMahon, Christiana
collection PubMed
description Metadata are critical in epidemiological and public health research. However, a lack of biomedical metadata quality frameworks and limited awareness of the implications of poor quality metadata renders data analyses problematic. In this study, we created and evaluated a novel framework to assess metadata quality of epidemiological and public health research datasets. We performed a literature review and surveyed stakeholders to enhance our understanding of biomedical metadata quality assessment. The review identified 11 studies and nine quality dimensions; none of which were specifically aimed at biomedical metadata. 96 individuals completed the survey; of those who submitted data, most only assessed metadata quality sometimes, and eight did not at all. Our framework has four sections: a) general information; b) tools and technologies; c) usability; and d) management and curation. We evaluated the framework using three test cases and sought expert feedback. The framework can assess biomedical metadata quality systematically and robustly.
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spelling pubmed-50017742016-08-26 A novel framework for assessing metadata quality in epidemiological and public health research settings McMahon, Christiana Denaxas, Spiros AMIA Jt Summits Transl Sci Proc Articles Metadata are critical in epidemiological and public health research. However, a lack of biomedical metadata quality frameworks and limited awareness of the implications of poor quality metadata renders data analyses problematic. In this study, we created and evaluated a novel framework to assess metadata quality of epidemiological and public health research datasets. We performed a literature review and surveyed stakeholders to enhance our understanding of biomedical metadata quality assessment. The review identified 11 studies and nine quality dimensions; none of which were specifically aimed at biomedical metadata. 96 individuals completed the survey; of those who submitted data, most only assessed metadata quality sometimes, and eight did not at all. Our framework has four sections: a) general information; b) tools and technologies; c) usability; and d) management and curation. We evaluated the framework using three test cases and sought expert feedback. The framework can assess biomedical metadata quality systematically and robustly. American Medical Informatics Association 2016-07-20 /pmc/articles/PMC5001774/ /pubmed/27570670 Text en ©2016 AMIA - All rights reserved. This is an Open Access article: verbatim copying and redistribution of this article are permitted in all media for any purpose
spellingShingle Articles
McMahon, Christiana
Denaxas, Spiros
A novel framework for assessing metadata quality in epidemiological and public health research settings
title A novel framework for assessing metadata quality in epidemiological and public health research settings
title_full A novel framework for assessing metadata quality in epidemiological and public health research settings
title_fullStr A novel framework for assessing metadata quality in epidemiological and public health research settings
title_full_unstemmed A novel framework for assessing metadata quality in epidemiological and public health research settings
title_short A novel framework for assessing metadata quality in epidemiological and public health research settings
title_sort novel framework for assessing metadata quality in epidemiological and public health research settings
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5001774/
https://www.ncbi.nlm.nih.gov/pubmed/27570670
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