Multivariate analysis and data mining help predict asthma exacerbations.

Mihaicuta Stefan Lucreția Udrescu Adrian Militaru Valentin Nădăşan Angelica I Tiotiu Andras Bikov Sorin Ursoniu Romina Birza Alina Mirela Popa Stefan-Marian Frent

Published in: The Journal of asthma : official journal of the Association for the Care of Asthma (2024)

Machine learning ensemble methods and statistical analysis concordantly indicate that occupational exposure and ACT < 20 are strong predictors for asthma exacerbation.

Keyphrases

chronic obstructive pulmonary disease
machine learning
lung function
big data
data analysis
electronic health record
allergic rhinitis
cystic fibrosis
artificial intelligence
deep learning
convolutional neural network
intensive care unit
extracorporeal membrane oxygenation
respiratory failure
neural network