Machine Learning Approaches for Predicting Acute Respiratory Failure, Ventilator Dependence, and Mortality in Chronic Obstructive Pulmonary Disease

Machine Learning Approaches for Predicting Acute Respiratory Failure, Ventilator Dependence, and Mortality in Chronic Obstructive Pulmonary Disease

Chronic obstructive pulmonary disease (COPD) is one of the leading causes of mortality and contributes to high morbidity worldwide. Patients with COPD have a higher risk for acute respiratory failure, ventilator dependence, and mortality after hospitalization compared with the general population. Ac...

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Bibliographic Details
Main Authors: Kuang-Ming Liao, Chung-Feng Liu, Chia-Jung Chen, Yu-Ting Shen
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Diagnostics
Subjects:
chronic obstructive pulmonary disease
machine learning
prediction model
acute respiratory failure
ventilator dependence
mortality
Online Access:https://www.mdpi.com/2075-4418/11/12/2396

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