Machine learning to identify patients at risk of developing new-onset atrial fibrillation after coronary artery bypass

O Parise, G Parise, A Vaidyanathan… - Journal of …, 2023 - mdpi.com
Background: This study aims to get an effective machine learning (ML) prediction model of
new-onset postoperative atrial fibrillation (POAF) following coronary artery bypass grafting …

Machine Learning for Predicting Postoperative Atrial Fibrillation After Cardiac Surgery: A Scoping Review of Current Literature

AH El-Sherbini, A Shah, R Cheng, A Elsebaie… - The American Journal of …, 2023 - Elsevier
Postoperative atrial fibrillation (POAF) occurs in up to 20% to 55% of patients who
underwent cardiac surgery. Machine learning (ML) has been increasingly employed in …

Machine learning models of postoperative atrial fibrillation prediction after cardiac surgery

Y Lu, Q Chen, H Zhang, M Huang, Y Yao… - … of Cardiothoracic and …, 2023 - Elsevier
Objectives This study aimed to use machine learning algorithms to build an efficient
forecasting model of atrial fibrillation after cardiac surgery, and to compare the predictive …

[HTML][HTML] Prediction model for postoperative atrial fibrillation in non-cardiac surgery using machine learning

AR Oh, J Park, SJ Shin, B Choi, JH Lee, K Yang… - Frontiers in …, 2023 - frontiersin.org
Some patients with postoperative atrial fibrillation (POAF) after non-cardiac surgery need
treatment, and a predictive model for these patients is clinically useful. Here, we developed …

Application of machine learning algorithms to predict new-onset postoperative atrial fibrillation and identify risk factors following isolated valve surgery

S Zhu, H Che, Y Fan, S Jiang - The Heart Surgery Forum, 2023 - journal.hsforum.com
Background: New-onset postoperative atrial fibrillation (POAF) is the most common
complication after valvular surgery, but its etiology and risk factors are incompletely …

Predicting new-onset postoperative atrial fibrillation following isolated coronary artery bypass grafting: development and validation of a novel nomogram

K Fan, L Chen, F Liu, X Ding, P Yan… - … Journal of General …, 2022 - Taylor & Francis
Objective To select variables associated with new-onset postoperative atrial fibrillation
(POAF) following isolated coronary artery bypass grafting (CABG) and develop a nomogram …

[HTML][HTML] Development and validation of a diagnostic model based on left atrial diameter to predict postoperative atrial fibrillation after off-pump coronary artery bypass …

H Zhang, H Qiao, B Yang, Y Lu, T Bai… - Journal of Thoracic …, 2023 - ncbi.nlm.nih.gov
Background This cohort study collected the clinical data of patients who underwent off-pump
coronary artery bypass grafting (OPCABG) during hospitalization to observe the occurrence …

Prediction of new onset postoperative atrial fibrillation using a simple Nomogram

S Zhu, H Che, Y Fan, S Jiang - Journal of Cardiothoracic Surgery, 2023 - Springer
Background New onset postoperative atrial fibrillation (POAF) is the most common
complication of cardiac surgery, with an incidence ranging from 15 to 50%. This study aimed …

Prediction of postoperative atrial fibrillation in a large coronary artery bypass grafting cohort

E Thorén, L Hellgren, L Jidéus… - … and thoracic surgery, 2012 - academic.oup.com
The objective of this study was to identify and evaluate predictors of postoperative atrial
fibrillation (POAF) in a large coronary artery bypass grafting (CABG) cohort. This was a …

Internal Validation of a Risk Score for Prediction of Postoperative Atrial Fibrillation after Cardiac Surgery

RM Ronsoni, TLL Leiria, LM Pires, ML Kruse… - International Journal of …, 2019 - SciELO Brasil
Background: Postoperative atrial fibrillation (POAF) after cardiac surgery has great clinical
and economic implications. Many attempts have been made to identify risk factors aiming at …