Predicting respiratory decompensation in mechanically ventilated adult ICU patients

Predicting respiratory decompensation in mechanically ventilated adult ICU patients

Introduction: Mechanical ventilation is a life-saving treatment in the Intensive Care Unit (ICU), but often causes patients to be at risk of further respiratory complication. We created a statistical model utilizing electronic health record and physiologic vitals data to predict the Center for Disea...

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Bibliographic Details
Main Authors: Yvette Tan, Michael Young, Akanksha Girish, Beini Hu, Zina Kurian, Joseph L. Greenstein, Han Kim, Raimond L Winslow, James Fackler, Jules Bergmann
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-04-01
Series:Frontiers in Physiology
Subjects:
mechanical ventilalion
ventilator-associated complications
ventilator-associated event (VAE)
random forest
respiratory decompensation
machine learning—ML
Online Access:https://www.frontiersin.org/articles/10.3389/fphys.2023.1125991/full

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