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Data-driven curation process for describing the blood glucose management in the intensive care unit

Analysis of real-world glucose and insulin clinical data recorded in electronic medical records can provide insights into tailored approaches to clinical care, yet presents many analytic challenges. This work makes publicly available a dataset that contains the curated entries of blood glucose readi...

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Detalles Bibliográficos
Autores principales: Robles Arévalo, Aldo, Maley, Jason H., Baker, Lawrence, da Silva Vieira, Susana M., da Costa Sousa, João M., Finkelstein, Stan, Mateo-Collado, Roselyn, Raffa, Jesse D., Celi, Leo Anthony, DeMichele, Francis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7946873/
https://www.ncbi.nlm.nih.gov/pubmed/33692359
http://dx.doi.org/10.1038/s41597-021-00864-4
Descripción
Sumario:Analysis of real-world glucose and insulin clinical data recorded in electronic medical records can provide insights into tailored approaches to clinical care, yet presents many analytic challenges. This work makes publicly available a dataset that contains the curated entries of blood glucose readings and administered insulin on a per-patient basis during ICU admissions in the Medical Information Mart for Intensive Care (MIMIC-III) database version 1.4. Also, the present study details the data curation process used to extract and match glucose values to insulin therapy. The curation process includes the creation of glucose-insulin pairing rules according to clinical expert-defined physiologic and pharmacologic parameters. Through this approach, it was possible to align nearly 76% of insulin events to a preceding blood glucose reading for nearly 9,600 critically ill patients. This work has the potential to reveal trends in real-world practice for the management of blood glucose. This data extraction and processing serve as a framework for future studies of glucose and insulin in the intensive care unit.