Smoking is a predictor of complications in all types of surgery: a machine learning-based big data study.

Helene L GräsbeckAleksi R P ReitoHeikki J EkroosJuhani A AakkoOlivia HölsäTuula M Vasankari

Published in: BJS open (2023)

Machine learning algorithms are feasible for smoking status classification in big surgical data sets. Current and former smoking predict complications in all surgery types.

Keyphrases

big data
machine learning
artificial intelligence
minimally invasive
smoking cessation
coronary artery bypass
deep learning
risk factors
surgical site infection
percutaneous coronary intervention
atrial fibrillation