Prediction of extubation outcome in critically ill patients: a systematic review and meta-analysis.

Flavia TorriniSegolène GendreauJohanna MorelGuillaume CarteauxArnaud W ThilleMassimo AntonelliArmand Mekontso Dessap

Published in: Critical care (London, England) (2021)

Numerous factors are associated with extubation failure in critically ill patients who have passed a spontaneous breathing trial. Robust multiparametric clinical scores and/or artificial intelligence algorithms should be tested based on the selected independent variables in order to improve the prediction of extubation outcome in the clinical scenario.

Keyphrases

artificial intelligence
machine learning
cardiac surgery
deep learning
mechanical ventilation
big data
clinical trial
acute kidney injury
randomized controlled trial
intensive care unit