Development and validation of a novel scoring tool for predicting facility discharge after elective posterior lumbar fusion

Discharge to acute/intermediate care facilities is a common occurrence after posterior lumbar fusion and can be associated with increased costs and complications after these procedures. This is particularly relevant with the growing popularity of bundled payment plans, creating a need to identify patients at greatest risk. To develop and validate a risk-stratification tool to identify patients at greatest risk for facility discharge after open posterior lumbar fusion. Retrospective cohort study. Patients were queried using separate databases from the institution of study and the American College of Surgeons National Surgical Quality Improvement Program (NSQIP) for all patients undergoing open lumbar fusion between 2011 and 2018. Discharge to intermediate care and/or rehabilitation facilities. Using an 80:20 training and testing NSQIP data split, collected preoperative demographic and operative variables were used in a multivariate logistic regression to identify potential risk factors for postoperative facility discharge, retaining those with a p value