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Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse
BACKGROUND: The variety of medical documentation often leads to incompatible data elements that impede data integration between institutions. A common approach to standardize and distribute metadata definitions are ISO/IEC 11179 norm-compliant metadata repositories with top-down standardization. To...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8130274/ https://www.ncbi.nlm.nih.gov/pubmed/34001121 http://dx.doi.org/10.1186/s12911-021-01524-8 |
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author | Hegselmann, Stefan Storck, Michael Gessner, Sophia Neuhaus, Philipp Varghese, Julian Bruland, Philipp Meidt, Alexandra Mertens, Cornelia Riepenhausen, Sarah Baier, Sonja Stöcker, Benedikt Henke, Jörg Schmidt, Carsten Oliver Dugas, Martin |
author_facet | Hegselmann, Stefan Storck, Michael Gessner, Sophia Neuhaus, Philipp Varghese, Julian Bruland, Philipp Meidt, Alexandra Mertens, Cornelia Riepenhausen, Sarah Baier, Sonja Stöcker, Benedikt Henke, Jörg Schmidt, Carsten Oliver Dugas, Martin |
author_sort | Hegselmann, Stefan |
collection | PubMed |
description | BACKGROUND: The variety of medical documentation often leads to incompatible data elements that impede data integration between institutions. A common approach to standardize and distribute metadata definitions are ISO/IEC 11179 norm-compliant metadata repositories with top-down standardization. To the best of our knowledge, however, it is not yet common practice to reuse the content of publicly accessible metadata repositories for creation of case report forms or routine documentation. We suggest an alternative concept called pragmatic metadata repository, which enables a community-driven bottom-up approach for agreeing on data collection models. A pragmatic metadata repository collects real-world documentation and considers frequent metadata definitions as high quality with potential for reuse. METHODS: We implemented a pragmatic metadata repository proof of concept application and filled it with medical forms from the Portal of Medical Data Models. We applied this prototype in two use cases to demonstrate its capabilities for reusing metadata: first, integration into a study editor for the suggestion of data elements and, second, metadata synchronization between two institutions. Moreover, we evaluated the emergence of bottom-up standards in the prototype and two medical data managers assessed their quality for 24 medical concepts. RESULTS: The resulting prototype contained 466,569 unique metadata definitions. Integration into the study editor led to a reuse of 1836 items and item groups. During the metadata synchronization, semantic codes of 4608 data elements were transferred. Our evaluation revealed that for less complex medical concepts weak bottom-up standards could be established. However, more diverse disease-related concepts showed no convergence of data elements due to an enormous heterogeneity of metadata. The survey showed fair agreement (K(alpha) = 0.50, 95% CI 0.43–0.56) for good item quality of bottom-up standards. CONCLUSIONS: We demonstrated the feasibility of the pragmatic metadata repository concept for medical documentation. Applications of the prototype in two use cases suggest that it facilitates the reuse of data elements. Our evaluation showed that bottom-up standardization based on a large collection of real-world metadata can yield useful results. The proposed concept shall not replace existing top-down approaches, rather it complements them by showing what is commonly used in the community to guide other researchers. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12911-021-01524-8. |
format | Online Article Text |
id | pubmed-8130274 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-81302742021-05-18 Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse Hegselmann, Stefan Storck, Michael Gessner, Sophia Neuhaus, Philipp Varghese, Julian Bruland, Philipp Meidt, Alexandra Mertens, Cornelia Riepenhausen, Sarah Baier, Sonja Stöcker, Benedikt Henke, Jörg Schmidt, Carsten Oliver Dugas, Martin BMC Med Inform Decis Mak Research Article BACKGROUND: The variety of medical documentation often leads to incompatible data elements that impede data integration between institutions. A common approach to standardize and distribute metadata definitions are ISO/IEC 11179 norm-compliant metadata repositories with top-down standardization. To the best of our knowledge, however, it is not yet common practice to reuse the content of publicly accessible metadata repositories for creation of case report forms or routine documentation. We suggest an alternative concept called pragmatic metadata repository, which enables a community-driven bottom-up approach for agreeing on data collection models. A pragmatic metadata repository collects real-world documentation and considers frequent metadata definitions as high quality with potential for reuse. METHODS: We implemented a pragmatic metadata repository proof of concept application and filled it with medical forms from the Portal of Medical Data Models. We applied this prototype in two use cases to demonstrate its capabilities for reusing metadata: first, integration into a study editor for the suggestion of data elements and, second, metadata synchronization between two institutions. Moreover, we evaluated the emergence of bottom-up standards in the prototype and two medical data managers assessed their quality for 24 medical concepts. RESULTS: The resulting prototype contained 466,569 unique metadata definitions. Integration into the study editor led to a reuse of 1836 items and item groups. During the metadata synchronization, semantic codes of 4608 data elements were transferred. Our evaluation revealed that for less complex medical concepts weak bottom-up standards could be established. However, more diverse disease-related concepts showed no convergence of data elements due to an enormous heterogeneity of metadata. The survey showed fair agreement (K(alpha) = 0.50, 95% CI 0.43–0.56) for good item quality of bottom-up standards. CONCLUSIONS: We demonstrated the feasibility of the pragmatic metadata repository concept for medical documentation. Applications of the prototype in two use cases suggest that it facilitates the reuse of data elements. Our evaluation showed that bottom-up standardization based on a large collection of real-world metadata can yield useful results. The proposed concept shall not replace existing top-down approaches, rather it complements them by showing what is commonly used in the community to guide other researchers. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12911-021-01524-8. BioMed Central 2021-05-17 /pmc/articles/PMC8130274/ /pubmed/34001121 http://dx.doi.org/10.1186/s12911-021-01524-8 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Hegselmann, Stefan Storck, Michael Gessner, Sophia Neuhaus, Philipp Varghese, Julian Bruland, Philipp Meidt, Alexandra Mertens, Cornelia Riepenhausen, Sarah Baier, Sonja Stöcker, Benedikt Henke, Jörg Schmidt, Carsten Oliver Dugas, Martin Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse |
title | Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse |
title_full | Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse |
title_fullStr | Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse |
title_full_unstemmed | Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse |
title_short | Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse |
title_sort | pragmatic mdr: a metadata repository with bottom-up standardization of medical metadata through reuse |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8130274/ https://www.ncbi.nlm.nih.gov/pubmed/34001121 http://dx.doi.org/10.1186/s12911-021-01524-8 |
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