Use of random forest machine learning algorithm to predict short term outcomes following posterior cervical decompression with instrumented fusion

Random Forest based prediction of outcome and mortality in patients with traumatic brain injury undergoing primary decompressive craniectomy

(2021) Martin Hanko et al.   World Neurosurgery

214. Can posterior cervical decompression and fusion be safely performed in the outpatient settings?

(2021) Austen Katz et al.   Spine Journal

Later Surgical Start Time is Associated with Longer Length of Stay and Higher Cost In Cervical Spine Surgery

(2020) Sean N. Neifert et al.   SPINE

Study of cardiovascular disease prediction model based on random forest in eastern China

(2020) Li Yang et al.   Scientific Reports

Does Obesity Correlate with Postoperative Morbidity Following Elective Posterior Cervical Fusion Surgery?

(2020) Nida Fatima et al.   World Neurosurgery

Comparison of Clinical and Radiographic Outcomes of Laminoplasty, Anterior Decompression with Fusion, and Posterior Decompression with Fusion for Degenerative Cervical Myelopathy

(2020) Hiroyuki Inose et al.   SPINE

Prediction of Worse Functional Status After Surgery for Degenerative Cervical Myelopathy: A Machine Learning Approach

(2020) Omar Khan et al.   NEUROSURGERY

Short-term Outcomes Following Cervical Laminoplasty and Decompression and Fusion with Instrumentation

(2019) Anthony Boniello et al.   SPINE

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

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

An Interpretable Machine Learning Model for Accurate Prediction of Sepsis in the ICU

(2018) Shamim Nemati et al.   CRITICAL CARE MEDICINE

The 2018 Definition of Periprosthetic Hip and Knee Infection: An Evidence-Based and Validated Criteria

(2018) Javad Parvizi et al.   JOURNAL OF ARTHROPLASTY

Trends in Utilization and Cost of Cervical Spine Surgery Using the National Inpatient Sample Database, 2001 to 2013

(2017) Caterina Y. Liu et al.   SPINE

Perioperative neurologic complications during spinal fusion surgery: incidence and trends

(2017) Parthasarathy Thirumala et al.   Spine Journal

Can machine-learning improve cardiovascular risk prediction using routine clinical data?

(2017) Stephen F. Weng et al.   PLoS One

Anterior Versus Posterior Approach for Multilevel Degenerative Cervical Disease

(2015) Tyler Cole et al.   SPINE

Revision rates and complication incidence in single- and multilevel anterior cervical discectomy and fusion procedures: an administrative database study

(2013) Anand Veeravagu et al.   Spine Journal

Testing homogeneity of variances with unequal sample sizes

(2012) I. Parra-Frutos   COMPUTATIONAL STATISTICS

Increased In-hospital Complications After Primary Posterior versus Primary Anterior Cervical Fusion

(2010) Stavros G. Memtsoudis et al.   CLINICAL ORTHOPAEDICS AND RELATED RESEARCH

The American College of Rheumatology Preliminary Diagnostic Criteria for Fibromyalgia and Measurement of Symptom Severity

(2010) Frederick Wolfe et al.   ARTHRITIS CARE & RESEARCH

A comparison of random forest and its Gini importance with standard chemometric methods for the feature selection and classification of spectral data

(2009) Bjoern H Menze et al.   BMC BIOINFORMATICS