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Utilization of non-invasive ventilation before prehospital emergency anesthesia in trauma: a cohort analysis with machine learning

For preoxygenation, German guidelines consider non-invasive ventilation (NIV) as a possible method in prehospital trauma care in the absence of aspiration, severe head or face injuries, unconsciousness, or patient non-compliance. As data on the utilization and characteristics of patients receiving N...

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Bibliographic Details
Main Authors: Luckscheiter, André Hermann (Author) , Thiel, Manfred (Author) , Zink, Wolfgang (Author) , Eisenberger, Johanna (Author) , Viergutz, Tim (Author) , Schneider-Lindner, Verena (Author)
Format: Article (Journal)
Language:English
Published: 03 March 2025
In: Scandinavian journal of trauma, resuscitation and emergency medicine
Year: 2025, Volume: 33, Issue: 1, Pages: 1-14
ISSN:1757-7241
DOI:10.1186/s13049-025-01350-1
Online Access:Verlag, kostenfrei, Volltext: https://doi.org/10.1186/s13049-025-01350-1
Verlag, kostenfrei, Volltext: https://sjtrem.biomedcentral.com/articles/10.1186/s13049-025-01350-1
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Author Notes:André Luckscheiter, Manfred Thiel, Wolfgang Zink, Johanna Eisenberger, Tim Viergutz and Verena Schneider-Lindner
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Summary:For preoxygenation, German guidelines consider non-invasive ventilation (NIV) as a possible method in prehospital trauma care in the absence of aspiration, severe head or face injuries, unconsciousness, or patient non-compliance. As data on the utilization and characteristics of patients receiving NIV are lacking, this study aims to identify predictors of NIV usage in trauma patients using machine learning and compare these findings with the current national guideline.
Item Description:Gesehen am 09.07.2025
Physical Description:Online Resource
ISSN:1757-7241
DOI:10.1186/s13049-025-01350-1

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