Acinetobacter baumannii complex-caused bloodstream infection in ICU during a 12-year period: Predicting fulminant sepsis by interpretable machine learning

Acinetobacter baumannii complex-caused bloodstream infection in ICU during a 12-year period: Predicting fulminant sepsis by interpretable machine learning

BackgroundAcinetobacter baumannii complex-caused bloodstream infection (ABCBSI) is a potentially fatal infection in intensive care units (ICUs). This study proposed an interpretable machine learning (ML) model to predict ABCBSI fulminant fatality.MethodsA retrospective study of ICU patients with ABC...

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Bibliographic Details
Main Authors: Jun Xu, Xiaojun Chen, Xia Zheng
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-11-01
Series:Frontiers in Microbiology
Subjects:
Acinetobacter baumannii complex-caused bloodstream infection
fulminant sepsis
machine learning model
Shapley additive explanation
treatment strategies
Online Access:https://www.frontiersin.org/articles/10.3389/fmicb.2022.1037735/full

Internet

https://www.frontiersin.org/articles/10.3389/fmicb.2022.1037735/full

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