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Development and external validation of a machine learning model to predict high flow nasal cannula failure

Introduction High-flow nasal cannula (HFNC) is an important treatment option for acute hypoxic respiratory failure and can improve outcomes. However, patients on a prolonged duration of HFNC have worse clinical outcomes and increased mortality. It is difficult to determine which patients will fail H...

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Principais autores: Kyle A Carey, Nirav Shah, Dana Edelson, Matthew Churpek, Brandon Temte, Alexandra Spicer, Christopher Winslow, Emily Gilbert, Majid Afshar
Format: Artigo
Sprog:Inglês
Udgivet: BMJ Publishing Group 2025-11-01
Serier:BMJ Open Respiratory Research
Online adgang:https://bmjopenrespres.bmj.com/content/12/1/e003355.full
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