Machine learning vs. traditional regression analysis for fluid overload prediction in the ICU

Fluid overload, while common in the ICU and associated with serious sequelae, is hard to predict and may be influenced by ICU medication use. Machine learning (ML) approaches may offer advantages over traditional regression techniques to predict it. We compared the ability of traditional regression...

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Detalles Bibliográficos
Autores principales: Sikora, Andrea, Zhang, Tianyi, Murphy, David J., Smith, Susan E., Murray, Brian, Kamaleswaran, Rishikesan, Chen, Xianyan, Buckley, Mitchell S., Rowe, Sandra, Devlin, John W.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10638304/
https://www.ncbi.nlm.nih.gov/pubmed/37949982
http://dx.doi.org/10.1038/s41598-023-46735-3

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10638304/
https://www.ncbi.nlm.nih.gov/pubmed/37949982
http://dx.doi.org/10.1038/s41598-023-46735-3

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