Leveraging machine learning to develop a postoperative predictive model for postoperative urinary retention following lumbar spine surgery
Malnik S, Porche K, Mehkri Y, Yue S, Maciel C, Lucke-Wold B, Robicsek S, Decker M, Busl K. Leveraging machine learning to develop a postoperative predictive model for postoperative urinary retention following lumbar spine surgery. Frontiers In Neurology 2024, 15: 1386802. PMID: 38988605, PMCID: PMC11233696, DOI: 10.3389/fneur.2024.1386802.Peer-Reviewed Original ResearchPostoperative urinary retentionLumbar spine surgerySpine surgeryUrinary retentionPatient demographicsIncidence of postoperative urinary retentionRetrospective observational cohort studyTertiary academic medical centerIndwelling catheter placementIncreased patient morbidityReceiver operating characteristic curveArea under the receiver operating characteristic curveObservational cohort studyAcademic medical centerBody mass indexPostoperative prediction modelLogistic regression modelsIntraoperative variablesIntraoperative factorsCatheter placementAnesthesia variablesPatient morbidityMass indexSurgical proceduresCohort study