Open access
Sep 2026
Machine learning-based prediction of postoperative venous thromboembolism in orthopedic surgery using the MIMIC-IV database and external validation
The LGBM model constructed based on the MIMIC-IV database has excellent predictive efficacy for VTE after orthopedic surgery and certain external generalization abilities, providing a reference for the early identification of high-risk individuals in clinical settings.
Gen-Fa Wu, Geng-Jiao Cai, Gang Wu et al.
· Frontiers in Surgery · 0 citations