Výsledky vyhledávání - "Mitchell S, Buckley"

Akademický článek

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

Autor: Andrea Sikora, Tianyi Zhang, David J. Murphy, Susan E. Smith, Brian Murray, Rishikesan Kamaleswaran, Xianyan Chen, Mitchell S. Buckley, Sandra Rowe, John W. Devlin

Publikováno v: Scientific Reports, Vol 13, Iss 1, Pp 1-9 (2023)

Abstract 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 pre

Externí odkaz: https://doaj.org/article/cf4fbeec93bb4d0daf307ecf569e5fa7

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Akademický článek

Evaluation of medication regimen complexity as a predictor for mortality

Autor: Andrea Sikora, John W. Devlin, Mengyun Yu, Tianyi Zhang, Xianyan Chen, Susan E. Smith, Brian Murray, Mitchell S. Buckley, Sandra Rowe, David J. Murphy

Publikováno v: Scientific Reports, Vol 13, Iss 1, Pp 1-7 (2023)

Abstract While medication regimen complexity, as measured by a novel medication regimen complexity-intensive care unit (MRC-ICU) score, correlates with baseline severity of illness and mortality, whether the MRC-ICU improves hospital mortality predic

Externí odkaz: https://doaj.org/article/a0b75b6d16b44ee79384d7138fc22823

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