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Development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project
This paper describes the development and implementation of an anesthesia data warehouse in the Lille University Hospital. We share the lessons learned from a ten-year project and provide guidance for the implementation of such a project. Our clinical data warehouse is mainly fed with data collected...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10068662/ https://www.ncbi.nlm.nih.gov/pubmed/35933465 http://dx.doi.org/10.1007/s10877-022-00898-y |
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author | Lamer, Antoine Moussa, Mouhamed Djahoum Marcilly, Romaric Logier, Régis Vallet, Benoit Tavernier, Benoît |
author_facet | Lamer, Antoine Moussa, Mouhamed Djahoum Marcilly, Romaric Logier, Régis Vallet, Benoit Tavernier, Benoît |
author_sort | Lamer, Antoine |
collection | PubMed |
description | This paper describes the development and implementation of an anesthesia data warehouse in the Lille University Hospital. We share the lessons learned from a ten-year project and provide guidance for the implementation of such a project. Our clinical data warehouse is mainly fed with data collected by the anesthesia information management system and hospital discharge reports. The data warehouse stores historical and accurate data with an accuracy level of the day for administrative data, and of the second for monitoring data. Datamarts complete the architecture and provide secondary computed data and indicators, in order to execute queries faster and easily. Between 2010 and 2021, 636 784 anesthesia records were integrated for 353 152 patients. We reported the main concerns and barriers during the development of this project and we provided 8 tips to handle them. We have implemented our data warehouse into the OMOP common data model as a complementary downstream data model. The next step of the project will be to disseminate the use of the OMOP data model for anesthesia and critical care, and drive the trend towards federated learning to enhance collaborations and multicenter studies. |
format | Online Article Text |
id | pubmed-10068662 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
spelling | pubmed-100686622023-04-04 Development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project Lamer, Antoine Moussa, Mouhamed Djahoum Marcilly, Romaric Logier, Régis Vallet, Benoit Tavernier, Benoît J Clin Monit Comput Original Research This paper describes the development and implementation of an anesthesia data warehouse in the Lille University Hospital. We share the lessons learned from a ten-year project and provide guidance for the implementation of such a project. Our clinical data warehouse is mainly fed with data collected by the anesthesia information management system and hospital discharge reports. The data warehouse stores historical and accurate data with an accuracy level of the day for administrative data, and of the second for monitoring data. Datamarts complete the architecture and provide secondary computed data and indicators, in order to execute queries faster and easily. Between 2010 and 2021, 636 784 anesthesia records were integrated for 353 152 patients. We reported the main concerns and barriers during the development of this project and we provided 8 tips to handle them. We have implemented our data warehouse into the OMOP common data model as a complementary downstream data model. The next step of the project will be to disseminate the use of the OMOP data model for anesthesia and critical care, and drive the trend towards federated learning to enhance collaborations and multicenter studies. Springer Netherlands 2022-08-06 2023 /pmc/articles/PMC10068662/ /pubmed/35933465 http://dx.doi.org/10.1007/s10877-022-00898-y Text en © The Author(s) 2022 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/) . |
spellingShingle | Original Research Lamer, Antoine Moussa, Mouhamed Djahoum Marcilly, Romaric Logier, Régis Vallet, Benoit Tavernier, Benoît Development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project |
title | Development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project |
title_full | Development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project |
title_fullStr | Development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project |
title_full_unstemmed | Development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project |
title_short | Development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project |
title_sort | development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10068662/ https://www.ncbi.nlm.nih.gov/pubmed/35933465 http://dx.doi.org/10.1007/s10877-022-00898-y |
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