Optimizing Cardiac Surgery Risk Prediction: An Machine Learning Approach with Counterfactual Explanations

D Qin, M Liu, Z Chen, Q Lei - International Conference on Intelligent …, 2023 - Springer
Postoperative complications after cardiac surgery can be severe and even fatal, making it a
high-risk procedure. Predicting surgical risk can guide the effective formulation of treatment …

The predictive values of EuroSCORE of early mortality in coronary artery bypass grafting patients

DJ Wang, QG Li, Q Wang, BJ Chen, B Cao… - Zhonghua wai ke za …, 2009 - europepmc.org
Objective To verify the predictive value of EuroSCORE of early mortality in coronary artery
bypass grafting (CABG) patients. Method From January 2005 to March 2007, 310 …

Machine learning‐based prediction of 1‐year mortality in hypertensive patients undergoing coronary revascularization surgery

AH Behnoush, A Khalaji, M Rezaee… - Clinical …, 2023 - Wiley Online Library
Background Machine learning (ML) has shown promising results in all fields of medicine,
including preventive cardiology. Hypertensive patients are at higher risk of mortality after …

Machine learning to predict outcomes and cost by phase of care after coronary artery bypass grafting

R Zea-Vera, CT Ryan, J Havelka, SJ Corr… - The Annals of thoracic …, 2022 - Elsevier
Background Machine learning may enhance prediction of outcomes after coronary artery
bypass grafting (CABG). We sought to develop and validate a dynamic machine learning …

[HTML][HTML] Validation of EuroSCORE II in patients undergoing coronary artery bypass grafting (CABG) surgery at the National Heart Institute, Kuala Lumpur: a …

AF Musa, XP Cheong, J Dillon, RB Nordin - F1000Research, 2018 - ncbi.nlm.nih.gov
Background: The European System for Cardiac Operative Risk (EuroSCORE) II was
developed in 2011 to replace the aging EUROScore for predicting in-house mortality after …

External validation of the European System for Cardiac Operative Risk Evaluation II in a Tunisian population

C El Hadj Sidi, I Mgarrech, A Tarmiz… - Journal of Cardiac …, 2019 - Wiley Online Library
Objective The main objective of this study is to evaluate the performance of the predictive
model (EuroSCORE II) on a Tunisian population to validate its use in our country. Methods …

[HTML][HTML] Validation of the European system for cardiac operative risk evaluation II in a large Taiwan cardiac surgical centre

SY Fang, JW Chen, HW Chou, CY Chan, IH Wu… - Journal of the Formosan …, 2023 - Elsevier
Background The European System for Cardiac Operative Risk Evaluation (EuroSCORE II) is
a well-established scoring system for predicting mortality in cardiac surgery. This system …

Early mortality in coronary bypass surgery: the EuroSCORE versus The Society of Thoracic Surgeons risk algorithm

J Nilsson, L Algotsson, P Höglund, C Lührs… - The Annals of thoracic …, 2004 - Elsevier
BACKGROUND: We compare two widely used risk algorithms for coronary bypass surgery:
The European System for Cardiac Operative Risk Evaluation (EuroSCORE) and The Society …

Applications of machine learning for coronary artery bypass grafting: correspondence

MR Zabihi, M Akhoondian, N Norouzkhani… - … Journal of Surgery, 2023 - journals.lww.com
Coronary artery bypass grafting (CABG) is a typical surgical procedure for treating coronary
heart disease by using autologous arteries or veins as grafts to bypass coronary arteries …

[HTML][HTML] Probabilistic Model for Prediction of Prognostics in Myocardial Revascularization: Complications in Coronary Surgery

VJC Viana, FC Argolo, NAM Ribeiro… - International Journal of …, 2017 - SciELO Brasil
Introduction: Risk scores evaluate pre-operatory risk and present support for clinical
decisions, however the performance of these tools in samples different from the original …