Prediction of prolonged mechanical ventilation in the intensive care unit via machine learning: a COVID-19 perspective

Prediction of prolonged mechanical ventilation in the intensive care unit via machine learning: a COVID-19 perspective

Abstract Early recognition of risk factors for prolonged mechanical ventilation (PMV) could allow for early clinical interventions, prevention of secondary complications such as nosocomial infections, and effective triage of hospital resources. This study tested the hypothesis that an ensemble machi...

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Bibliographic Details
Main Authors: Marianna Weaver, Dylan A. Goodin, Hunter A. Miller, Dipan Karmali, Apurv A. Agarwal, Hermann B. Frieboes, Sally A. Suliman
Format: Article
Language:English
Published: Nature Portfolio 2024-12-01
Series:Scientific Reports
Subjects:
Mechanical intubation
Predictive modeling
Machine learning
COVID-19
Online Access:https://doi.org/10.1038/s41598-024-81980-0
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