Systematic evaluation of machine learning models for postoperative surgical site infection prediction.

Autor: van Boekel AM; Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands., van der Meijden SL; Department of Intensive Care, Leiden University Medical Center, Leiden, The Netherlands.; Healthplus.ai R&D B.V., Amsterdam, The Netherlands., Arbous SM; Department of Intensive Care, Leiden University Medical Center, Leiden, The Netherlands., Nelissen RGHH; Department of Orthopedic surgery, Leiden University Medical Center, Leiden, The Netherlands., Veldkamp KE; Department of Medical Microbiology and Infection Control, Leiden University Medical Center, Leiden, The Netherlands., Nieswaag EB; Department of Intensive Care, Leiden University Medical Center, Leiden, The Netherlands.; Healthplus.ai R&D B.V., Amsterdam, The Netherlands., Jochems KFT; Department of Intensive Care, Leiden University Medical Center, Leiden, The Netherlands.; Healthplus.ai R&D B.V., Amsterdam, The Netherlands., Holtz J; Department of Intensive Care, Leiden University Medical Center, Leiden, The Netherlands.; Healthplus.ai R&D B.V., Amsterdam, The Netherlands., Veenstra AVI; Department of Intensive Care, Leiden University Medical Center, Leiden, The Netherlands.; Healthplus.ai R&D B.V., Amsterdam, The Netherlands., Reijman J; Department of Intensive Care, Leiden University Medical Center, Leiden, The Netherlands.; Healthplus.ai R&D B.V., Amsterdam, The Netherlands., de Jong Y; Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands.; Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands., van Goor H; Department of Surgery, Radboud UMC, Nijmegen, The Netherlands., Wiewel MA; Healthplus.ai R&D B.V., Amsterdam, The Netherlands., Schoones JW; Waleus Medical Library, Leiden University Medical Center, Leiden, The Netherlands., Geerts BF; Healthplus.ai R&D B.V., Amsterdam, The Netherlands., de Boer MGJ; Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands.; Department of Infectious disease, Leiden University Medical Center, Leiden, The Netherlands.

Publikováno v: PloS one [PLoS One] 2024 Dec 12; Vol. 19 (12), pp. e0312968. Date of Electronic Publication: 2024 Dec 12 (Print Publication: 2024).