Prediction Models in Degenerative Spine Surgery: A Systematic Review

Development and temporal validation of a prognostic model for 1-year clinical outcome after decompression surgery for lumbar disc herniation

(2020) Lukas P. Staub et al.   EUROPEAN SPINE JOURNAL

Letter to the Editor. Importance of calibration assessment in machine learning–based predictive analytics

(2020) Victor E. Staartjes et al.   JOURNAL OF NEUROSURGERY-SPINE

Predicting prolonged opioid prescriptions in opioid-naïve lumbar spine surgery patients

(2020) Aditya V. Karhade et al.   Spine Journal

Surgery versus Conservative Care for Persistent Sciatica Lasting 4 to 12 Months

(2020) Chris S. Bailey et al.   NEW ENGLAND JOURNAL OF MEDICINE

Prediction calculator for nonroutine discharge and length of stay after spine surgery

(2020) Daniel Lubelski et al.   Spine Journal

A prediction model of surgical site infection after instrumented thoracolumbar spine surgery in adults

(2019) Daniël M. C. Janssen et al.   EUROPEAN SPINE JOURNAL

Assessing the Performance of National Surgical Quality Improvement Program Surgical Risk Calculator in Elective Spine Surgery: Insights from Patients Undergoing Single-Level Posterior Lumbar Fusion

(2019) Arjun Sebastian et al.   World Neurosurgery

Machine learning for prediction of sustained opioid prescription after anterior cervical discectomy and fusion

(2019) Aditya V. Karhade et al.   Spine Journal

Development of a machine learning algorithm predicting discharge placement after surgery for spondylolisthesis

(2019) Paul T. Ogink et al.   EUROPEAN SPINE JOURNAL

Predicting discharge placement after elective surgery for lumbar spinal stenosis using machine learning methods

(2019) Paul T. Ogink et al.   EUROPEAN SPINE JOURNAL

Machine learning–based preoperative predictive analytics for lumbar spinal stenosis

(2019) Alessandro Siccoli et al.   Neurosurgical Focus

Predicting nonroutine discharge after elective spine surgery: external validation of machine learning algorithms

(2019) Brittany M. Stopa et al.   JOURNAL OF NEUROSURGERY-SPINE

Can machine learning algorithms accurately predict discharge to nonhome facility and early unplanned readmissions following spinal fusion? Analysis of a national surgical registry

(2019) Anshit Goyal et al.   JOURNAL OF NEUROSURGERY-SPINE

Using a machine learning approach to predict outcome after surgery for degenerative cervical myelopathy

(2019) Zamir G. Merali et al.   PLoS One

Prediction of Oswestry Disability Index (ODI) using PROMIS-29 in a national sample of lumbar spine surgery patients

(2019) Jacquelyn S. Pennings et al.   QUALITY OF LIFE RESEARCH

A machine learning approach for predictive models of adverse events following spine surgery

(2019) Summer S. Han et al.   Spine Journal

Development of machine learning algorithms for prediction of prolonged opioid prescription after surgery for lumbar disc herniation

(2019) Aditya V. Karhade et al.   Spine Journal

Predictors of patient satisfaction following 1- or 2-level anterior cervical discectomy and fusion: insights from the Quality Outcomes Database

(2019) Anthony L. Asher et al.   JOURNAL OF NEUROSURGERY-SPINE

External validation of a prediction model for pain and functional outcome after elective lumbar spinal fusion

(2019) Ayesha Quddusi et al.   EUROPEAN SPINE JOURNAL

Using machine learning to predict 30-day readmissions after posterior lumbar fusion: an NSQIP study involving 23,264 patients

(2019) Benjamin S. Hopkins et al.   JOURNAL OF NEUROSURGERY-SPINE

Adding 3-month patient data improves prognostic models of 12-month disability, pain, and satisfaction after specific lumbar spine surgical procedures: development and validation of a prediction model

(2019) Sean D. Rundell et al.   Spine Journal

Preoperative depression, lumbar fusion, and opioid use: an assessment of postoperative prescription, quality, and economic outcomes

(2018) Chloe O’Connell et al.   Neurosurgical Focus

Postoperative Opioid Use, Complications, and Costs in Surgical Management of Lumbar Spondylolisthesis

(2018) Daniel Vail et al.   SPINE

Examining the Ability of Artificial Neural Networks Machine Learning Models to Accurately Predict Complications Following Posterior Lumbar Spine Fusion

(2018) Jun S. Kim et al.   SPINE

Geographic variation in the surgical management of lumbar spondylolisthesis: characterizing practice patterns and outcomes

(2018) Tej D. Azad et al.   Spine Journal

Variability in Surgical Treatment of Spondylolisthesis Among Spine Surgeons

(2018) Daniel Lubelski et al.   World Neurosurgery

Development and Validation of a Prediction Model for Pain and Functional Outcomes After Lumbar Spine Surgery

(2018) Sara Khor et al.   JAMA Surgery

Predicting medical complications in spine surgery: evaluation of a novel online risk calculator

(2018) Maximilian F. Kasparek et al.   EUROPEAN SPINE JOURNAL

A predictive model and nomogram for predicting return to work at 3 months after cervical spine surgery: an analysis from the Quality Outcomes Database

(2018) Clinton J. Devin et al.   Neurosurgical Focus

Development of machine learning algorithms for prediction of discharge disposition after elective inpatient surgery for lumbar degenerative disc disorders

(2018) Aditya V. Karhade et al.   Neurosurgical Focus

An analysis from the Quality Outcomes Database, Part 2. Predictive model for return to work after elective surgery for lumbar degenerative disease

(2017) Anthony L. Asher et al.   JOURNAL OF NEUROSURGERY-SPINE

Predicting complication risk in spine surgery: a prospective analysis of a novel risk assessment tool

(2017) Anand Veeravagu et al.   JOURNAL OF NEUROSURGERY-SPINE

An analysis from the Quality Outcomes Database, Part 1. Disability, quality of life, and pain outcomes following lumbar spine surgery: predicting likely individual patient outcomes for shared decision-making

(2017) Matthew J. McGirt et al.   JOURNAL OF NEUROSURGERY-SPINE

Development of a Predictive Score for Discharge Disposition After Lumbar Fusion Using the Quality Outcomes Database

(2017) Jian Guan et al.   NEUROSURGERY

Preoperative Nomograms Predict Patient-Specific Cervical Spine Surgery Clinical and Quality of Life Outcomes

(2017) Daniel Lubelski et al.   NEUROSURGERY

Neurosurgical Randomized Controlled Trials—Distance Travelled

(2017) Tej D Azad et al.   NEUROSURGERY

Predicting Occurrence of Spine Surgery Complications Using “Big Data” Modeling of an Administrative Claims Database

(2016) John K. Ratliff et al.   JOURNAL OF BONE AND JOINT SURGERY-AMERICAN VOLUME

Randomized controlled trials and neurosurgery: the ideal fit or should alternative methodologies be considered?

(2016) Alireza Mansouri et al.   JOURNAL OF NEUROSURGERY

A Randomized, Controlled Trial of Fusion Surgery for Lumbar Spinal Stenosis

(2016) Peter Försth et al.   NEW ENGLAND JOURNAL OF MEDICINE

Laminectomy plus Fusion versus Laminectomy Alone for Lumbar Spondylolisthesis

(2016) Zoher Ghogawala et al.   NEW ENGLAND JOURNAL OF MEDICINE

Prediction model for outcome after low-back surgery: individualized likelihood of complication, hospital readmission, return to work, and 12-month improvement in functional disability

(2015) Matthew J. McGirt et al.   Neurosurgical Focus

Differences in the surgical treatment of recurrent lumbar disc herniation among spine surgeons in the United States

(2014) Thomas E. Mroz et al.   Spine Journal

Predicting medical complications after spine surgery: a validated model using a prospective surgical registry

(2013) Michael J. Lee et al.   Spine Journal

Surgical versus Nonsurgical Therapy for Lumbar Spinal Stenosis

(2008) James N. Weinstein et al.   NEW ENGLAND JOURNAL OF MEDICINE