External validation of a machine learning model to predict hemodynamic instability in intensive care unit

External validation of a machine learning model to predict hemodynamic instability in intensive care unit

Abstract Background Early prediction model of hemodynamic instability has the potential to improve the critical care, whereas limited external validation on the generalizability. We aimed to independently validate the Hemodynamic Stability Index (HSI), a multi-parameter machine learning model, in pr...

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Bibliographic Details
Main Authors: Chiang Dung-Hung, Tian Cong, Jiang Zeyu, Ou-Yang Yu-Shan, Lin Yung-Yan
Format: Article
Language:English
Published: BMC 2022-07-01
Series:Critical Care
Subjects:
Hemodynamic Stability Index
Early prediction model
Machine learning
Clinical decision support
External validation
Online Access:https://doi.org/10.1186/s13054-022-04088-9

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