Intubation and mortality prediction in hospitalized COVID-19 patients using a combination of convolutional neural network-based scoring of chest radiographs and clinical data.

Aileen O'SheaMatthew D LiNathaniel D MercaldoPatricia BalthazarAvik SomTristan YeungMarc D SucciBrent P LittleJayashree Kalpathy-CramerSusanna I Lee

Published in: BJR open (2022)

Model-based predictions of intubation and death in COVID-19 can be performed with high discriminative performance using admission clinical data and convolutional neural network-based scoring of chest radiograph severity.

Keyphrases

convolutional neural network
deep learning
sars cov
electronic health record
cardiac arrest
coronavirus disease
emergency department
big data
type diabetes
cardiovascular events
machine learning
risk factors