Machine learning–based preoperative predictive analytics for lumbar spinal stenosis

Laminectomy alone versus fusion for grade 1 lumbar spondylolisthesis in 426 patients from the prospective Quality Outcomes Database

(2019) Andrew K. Chan et al.   JOURNAL OF NEUROSURGERY-SPINE

Trends in isolated lumbar spinal stenosis surgery among working US adults aged 40–64 years, 2010–2014

(2018) Micheal Raad et al.   JOURNAL OF NEUROSURGERY-SPINE

Lumbar spinal stenosis: comparison of surgical practice variation and clinical outcome in three national spine registries

(2018) Greger Lønne et al.   Spine Journal

Are patient-reported outcome measures biased by method of follow-up? Evaluating paper-based and digital follow-up after lumbar fusion surgery

(2018) Marc L. Schröder et al.   Spine Journal

Value of Adding Predictive Clinical Decision Tools to Spine Surgery

(2018) Michael P. Steinmetz et al.   JAMA Surgery

Letter to the Editor. Class imbalance in machine learning for neurosurgical outcome prediction: are our models valid?

(2018) Victor E. Staartjes et al.   JOURNAL OF NEUROSURGERY-SPINE

Association between payer status and patient-reported outcomes in adult patients with lumbar spinal stenosis treated with decompression surgery

(2018) Galal Elsayed et al.   JOURNAL OF NEUROSURGERY-SPINE

Utility of deep neural networks in predicting gross-total resection after transsphenoidal surgery for pituitary adenoma: a pilot study

(2018) Victor E. Staartjes et al.   Neurosurgical Focus

Development of a validated computer-based preoperative predictive model for pseudarthrosis with 91% accuracy in 336 adult spinal deformity patients

(2018) Justin K. Scheer et al.   Neurosurgical Focus

Variability in the utility of predictive models in predicting patient-reported outcomes following spine surgery for degenerative conditions: a systematic review

(2018) Nicholas Dietz 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

Prognostic function to estimate the probability of meaningful clinical improvement after surgery - Results of a prospective multicenter observational cohort study on patients with lumbar spinal stenosis

(2018) Ulrike Held et al.   PLoS One

Emerging Techniques in Degenerative Thoracolumbar Surgery

(2017) Theodore J. Choma et al.   NEUROSURGERY

Natural and Artificial Intelligence in Neurosurgery: A Systematic Review

(2017) Joeky T Senders et al.   NEUROSURGERY

Predicting the Future — Big Data, Machine Learning, and Clinical Medicine

(2016) Ziad Obermeyer et al.   NEW ENGLAND JOURNAL OF MEDICINE

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

Thirty-day readmission rates in spine surgery: systematic review and meta-analysis

(2015) James T. Bernatz et al.   Neurosurgical Focus

Iatrogenic spondylolisthesis following laminectomy for degenerative lumbar stenosis: systematic review and current concepts

(2015) Daipayan Guha et al.   Neurosurgical Focus

Outcome of decompression with and without fusion in spinal stenosis with degenerative spondylolisthesis in relation to preoperative pain pattern: a register study of 1,624 patients

(2015) Freyr G. Sigmundsson et al.   Spine Journal

Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement

(2015) G. S. Collins et al.   BMJ-British Medical Journal

Transparent reporting of a multivariable prediction model for individual prognosis or diagnosis (TRIPOD): the TRIPOD statement

(2015) G. S. Collins et al.   BMJ-British Medical Journal

Use of artificial neural networks to predict surgical satisfaction in patients with lumbar spinal canal stenosis

(2014) Parisa Azimi et al.   JOURNAL OF NEUROSURGERY-SPINE

Cost-effectiveness of lumbar discectomy and single-level fusion for spondylolisthesis: experience with the NeuroPoint-SD registry

(2014) Praveen V. Mummaneni et al.   Neurosurgical Focus

The efficacy of lumbar discectomy and single-level fusion for spondylolisthesis: results from the NeuroPoint-SD registry

(2013) Zoher Ghogawala et al.   JOURNAL OF NEUROSURGERY-SPINE

Radiographic predictors of delayed instability following decompression without fusion for degenerative Grade I lumbar spondylolisthesis

(2013) Claire Blumenthal et al.   JOURNAL OF NEUROSURGERY-SPINE

Predictors of outcome after decompressive lumbar surgery and instrumented posterolateral fusion

(2010) Javier Cobo Soriano et al.   EUROPEAN SPINE JOURNAL

Interpreting Change Scores for Pain and Functional Status in Low Back Pain

(2009) Raymond W. J. G. Ostelo et al.   SPINE

Minimum clinically important difference in lumbar spine surgery patients: a choice of methods using the Oswestry Disability Index, Medical Outcomes Study questionnaire Short Form 36, and Pain Scales

(2008) Anne G. Copay et al.   Spine Journal