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Generating insights in uncharted territories: real-time learning from data in critically ill patients–an implementer report

Authors :
Diederik Gommers
Davy van de Sande
Michel E. Van Genderen
Joost Huiskens
Robert E. R. Veen
Yvonne Meijerink
Jasper van Bommel
Source :
BMJ Health & Care Informatics, Vol 28, Iss 1 (2021)
Publication Year :
2021
Publisher :
BMJ Publishing Group, 2021.

Abstract

Introduction In the current situation, clinical patient data are often siloed in multiple hospital information systems. Especially in the intensive care unit (ICU), large volumes of clinical data are routinely collected through continuous patient monitoring. Although these data often contain useful information for clinical decision making, they are not frequently used to improve quality of care. During, but also after, pressing times, data-driven methods can be used to mine treatment patterns from clinical data to determine the best treatment options from a hospitals own clinical data.Methods In this implementer report, we describe how we implemented a data infrastructure that enabled us to learn in real time from consecutive COVID-19 ICU admissions. In addition, we explain our step-by-step multidisciplinary approach to establish such a data infrastructure.Conclusion By sharing our steps and approach, we aim to inspire others, in and outside ICU walls, to make more efficient use of data at hand, now and in the future.

Details

Language :
English
ISSN :
26321009
Volume :
28
Issue :
1
Database :
Directory of Open Access Journals
Journal :
BMJ Health & Care Informatics
Publication Type :
Academic Journal
Accession number :
edsdoj.553c1984cea24f189405a3000932677e
Document Type :
article
Full Text :
https://doi.org/10.1136/bmjhci-2021-100447