Applying artificial neural network for early detection of sepsis with intentionally preserved highly missing real-world data for simulating clinical situation

Abstract Purpose Some predictive systems using machine learning models have been developed to predict sepsis; however, they were mostly built with a low percent of missing values, which does not correspond with the actual clinical situation. In this study, we developed a machine learning model with...

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Bibliographic Details
Main Authors: Yao-Yi Kuo, Shu-Tien Huang, Hung-Wen Chiu
Format: Article
Language:English
Published: BMC 2021-10-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Online Access:https://doi.org/10.1186/s12911-021-01653-0