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

Background: Machine learning algorithms are promising tools for smoking status classification in big patient data sets. Smoking is a risk factor for postoperative complications in major surgery. Whether this applies to all surgery is unknown.