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1000 Titel
  • Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse
1000 Autor/in
  1. Hegselmann, Stefan |
  2. Storck, Michael |
  3. Gessner, Sophia |
  4. Neuhaus, Philipp |
  5. Varghese, Julian |
  6. Bruland, Philipp |
  7. Meidt, Alexandra |
  8. Mertens, Cornelia |
  9. Riepenhausen, Sarah |
  10. Baier, Sonja |
  11. Stöcker, Benedikt |
  12. Henke, Jörg |
  13. Schmidt, Carsten Oliver |
  14. Dugas, Martin |
1000 Erscheinungsjahr 2021
1000 Publikationstyp
  1. Artikel |
1000 Online veröffentlicht
  • 2021-05-17
1000 Erschienen in
1000 Quellenangabe
  • 21(1):160
1000 Copyrightjahr
  • 2021
1000 Lizenz
1000 Verlagsversion
  • https://doi.org/10.1186/s12911-021-01524-8 |
  • https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8130274/ |
1000 Publikationsstatus
1000 Sprache der Publikation
1000 Abstract/Summary
  • 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!##!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.
1000 Sacherschließung
lokal Documentation [MeSH]
lokal Metadata repository
lokal Reference Standards [MeSH]
lokal Humans [MeSH]
lokal Standards, technology, machine learning, and modeling
lokal ISO/IEC 11179
lokal Semantics [MeSH]
lokal Metadata standardization
lokal Data integration
lokal Metadata [MeSH]
lokal Research Article
1000 Liste der Beteiligten
  1. https://orcid.org/0000-0002-2145-3258|https://frl.publisso.de/adhoc/uri/U3RvcmNrLCBNaWNoYWVs|https://frl.publisso.de/adhoc/uri/R2Vzc25lciwgU29waGlh|https://frl.publisso.de/adhoc/uri/TmV1aGF1cywgUGhpbGlwcA==|https://frl.publisso.de/adhoc/uri/VmFyZ2hlc2UsIEp1bGlhbg==|https://frl.publisso.de/adhoc/uri/QnJ1bGFuZCwgUGhpbGlwcA==|https://frl.publisso.de/adhoc/uri/TWVpZHQsIEFsZXhhbmRyYQ==|https://frl.publisso.de/adhoc/uri/TWVydGVucywgQ29ybmVsaWE=|https://frl.publisso.de/adhoc/uri/UmllcGVuaGF1c2VuLCBTYXJhaA==|https://frl.publisso.de/adhoc/uri/QmFpZXIsIFNvbmph|https://frl.publisso.de/adhoc/uri/U3TDtmNrZXIsIEJlbmVkaWt0|https://frl.publisso.de/adhoc/uri/SGVua2UsIErDtnJn|https://frl.publisso.de/adhoc/uri/U2NobWlkdCwgQ2Fyc3RlbiBPbGl2ZXI=|https://frl.publisso.de/adhoc/uri/RHVnYXMsIE1hcnRpbg==
1000 Hinweis
  • DeepGreen-ID: 4e19970359674ef0a6bd609de5c6ad35 ; metadata provieded by: DeepGreen (https://www.oa-deepgreen.de/api/v1/), LIVIVO search scope life sciences (http://z3950.zbmed.de:6210/livivo), Crossref Unified Resource API (https://api.crossref.org/swagger-ui/index.html), to.science.api (https://frl.publisso.de/), ZDB JSON-API (beta) (https://zeitschriftendatenbank.de/api/), lobid - Dateninfrastruktur für Bibliotheken (https://lobid.org/resources/search)
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1000 Erstellt am 2023-11-15T19:36:26.232+0100
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1000 Zuletzt bearbeitet 2023-11-30T21:58:17.941+0100
1000 Objekt bearb. Thu Nov 30 21:58:17 CET 2023
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  1. oai:frl.publisso.de:frl:6463601 |
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