… to evaluate the possibility of accurately predicting outcomes … and reoperations for failed
back surgery syndrome or recurrent … predictive models, which is to be applied to future patients …

… transforms data from any native EHR format to the processed dataset optimized for use in
predictive models. … We evaluated 675 random forest models to find the best performing one. …

… site infection (SSI) is the third most common complication after spinal surgery. Within the
literature… study was to review the related literature referring to SSI following spine surgery and to …

… Health records review was approved by our institutional review board. Individual … the models
presented here remains to be evaluated. The patients included in this analysis were from 1 …

… surgeon and patient decision making, and optimize the rehabilitative course. In addition,
complications after spine surgery … ) model to define the population of interest used for predictive …

… Our primary objective here was to evaluate the relationship … undergoing lumbar spinal surgery
within the Michigan Spine Surgery … Predictive model for long-term patient satisfaction after …

… The risk factors of ASDeg and ASDis after lumbar fusion surgery were age, … fusion, excessive
distraction of the fusion level, insufficient lumbar lordosis, multilevel fixation, floating fusion, …

… most likely to die or develop new disability after surgery. As a screening tool, neither the …
disability after surgery. However, findings from our study and a recent systematic review suggest …

… predictor for any of the thromboembolic complications. … should be recognized by spine
surgeons, anesthesiologists, … in multilevel spine surgery: a systematic review and network …

… Survival is even poorer after emergency abdominal surgery, with 30-day mortality rates of 4…
complications after surgery. Most of these tools are designed for preoperative risk assessment…