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Machine learning prediction of sepsis in paralytic ileus using interpretable clinical models

BackgroundParalytic ileus (PI) is a common complication in critically ill patients, and the development of sepsis significantly worsens prognosis. Early identification of sepsis risk in PI patients remains a clinical challenge.MethodsAdult PI patients were identified from the MIMIC-IV database (2008...

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Principais autores: Qingzhou Song, Xuanlin Wu, Firooz Ahmad Taheri, Linghou Meng, Wentao Wang, Xianwei Mo
פורמט: Artigo
שפה:Inglês
יצא לאור: Frontiers Media S.A. 2026-06-01
סדרה:Frontiers in Cellular and Infection Microbiology
נושאים:
machine learning
MIMIC-IV
paralytic ileus
predictive model
sepsis
גישה מקוונת:https://www.frontiersin.org/articles/10.3389/fcimb.2026.1705126/full
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