Cargando…
Integrated Data Management for Clinical Studies: Automatic Transformation of Data Models with Semantic Annotations for Principal Investigators, Data Managers and Statisticians
Design, execution and analysis of clinical studies involves several stakeholders with different professional backgrounds. Typically, principle investigators are familiar with standard office tools, data managers apply electronic data capture (EDC) systems and statisticians work with statistics softw...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3938746/ https://www.ncbi.nlm.nih.gov/pubmed/24587378 http://dx.doi.org/10.1371/journal.pone.0090492 |
_version_ | 1782305644894748672 |
---|---|
author | Dugas, Martin Dugas-Breit, Susanne |
author_facet | Dugas, Martin Dugas-Breit, Susanne |
author_sort | Dugas, Martin |
collection | PubMed |
description | Design, execution and analysis of clinical studies involves several stakeholders with different professional backgrounds. Typically, principle investigators are familiar with standard office tools, data managers apply electronic data capture (EDC) systems and statisticians work with statistics software. Case report forms (CRFs) specify the data model of study subjects, evolve over time and consist of hundreds to thousands of data items per study. To avoid erroneous manual transformation work, a converting tool for different representations of study data models was designed. It can convert between office format, EDC and statistics format. In addition, it supports semantic annotations, which enable precise definitions for data items. A reference implementation is available as open source package ODMconverter at http://cran.r-project.org. |
format | Online Article Text |
id | pubmed-3938746 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-39387462014-03-04 Integrated Data Management for Clinical Studies: Automatic Transformation of Data Models with Semantic Annotations for Principal Investigators, Data Managers and Statisticians Dugas, Martin Dugas-Breit, Susanne PLoS One Research Article Design, execution and analysis of clinical studies involves several stakeholders with different professional backgrounds. Typically, principle investigators are familiar with standard office tools, data managers apply electronic data capture (EDC) systems and statisticians work with statistics software. Case report forms (CRFs) specify the data model of study subjects, evolve over time and consist of hundreds to thousands of data items per study. To avoid erroneous manual transformation work, a converting tool for different representations of study data models was designed. It can convert between office format, EDC and statistics format. In addition, it supports semantic annotations, which enable precise definitions for data items. A reference implementation is available as open source package ODMconverter at http://cran.r-project.org. Public Library of Science 2014-02-28 /pmc/articles/PMC3938746/ /pubmed/24587378 http://dx.doi.org/10.1371/journal.pone.0090492 Text en © 2014 Dugas, Dugas-Breit http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Dugas, Martin Dugas-Breit, Susanne Integrated Data Management for Clinical Studies: Automatic Transformation of Data Models with Semantic Annotations for Principal Investigators, Data Managers and Statisticians |
title | Integrated Data Management for Clinical Studies: Automatic Transformation of Data Models with Semantic Annotations for Principal Investigators, Data Managers and Statisticians |
title_full | Integrated Data Management for Clinical Studies: Automatic Transformation of Data Models with Semantic Annotations for Principal Investigators, Data Managers and Statisticians |
title_fullStr | Integrated Data Management for Clinical Studies: Automatic Transformation of Data Models with Semantic Annotations for Principal Investigators, Data Managers and Statisticians |
title_full_unstemmed | Integrated Data Management for Clinical Studies: Automatic Transformation of Data Models with Semantic Annotations for Principal Investigators, Data Managers and Statisticians |
title_short | Integrated Data Management for Clinical Studies: Automatic Transformation of Data Models with Semantic Annotations for Principal Investigators, Data Managers and Statisticians |
title_sort | integrated data management for clinical studies: automatic transformation of data models with semantic annotations for principal investigators, data managers and statisticians |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3938746/ https://www.ncbi.nlm.nih.gov/pubmed/24587378 http://dx.doi.org/10.1371/journal.pone.0090492 |
work_keys_str_mv | AT dugasmartin integrateddatamanagementforclinicalstudiesautomatictransformationofdatamodelswithsemanticannotationsforprincipalinvestigatorsdatamanagersandstatisticians AT dugasbreitsusanne integrateddatamanagementforclinicalstudiesautomatictransformationofdatamodelswithsemanticannotationsforprincipalinvestigatorsdatamanagersandstatisticians |