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

A Cabrera, A Bouterse, M Nelson, J Razzouk… - Journal of Clinical …, 2023 - Elsevier
Random Forest (RF) is a widely used machine learning algorithm that can be utilized for
identification of patient characteristics important for outcome prediction. Posterior cervical …

Analysis of reasons for medical malpractice litigation due to laminectomy

A Bouterse, J Razzouk, D Bohen, O Ramos… - … of Neurosurgery: Spine, 2023 - thejns.org
OBJECTIVE The aim of this study was to identify the incidence and characteristics of
malpractice lawsuits pertaining to laminectomy performed either as a stand-alone operation or …

Anatomic assessment of L1-S1 neuroforaminal dimensions using computed tomography

…, B Urbina, A Cabrera, L Thomas, A Bouterse… - JBJS, 2023 - journals.lww.com
Background: Although the radiographic parameters for diagnosing central lumbar canal
stenosis are well described, parameters for the diagnosis of neuroforaminal stenosis (NFS) are …

Correlations among Cervical, Thoracic, and lumbar Hounsfield Unit measurements for assessment of bone mineral density

J Razzouk, O Ramos, J Scolieri, A Bouterse… - Journal of Clinical …, 2024 - Elsevier
Objective Bone mineral density assessment using Hounsfield Unit (HU) currently depends
upon the availability of computed tomography (CT) of the lumbar spine. The primary aim of …

Accounting for age in prediction of discharge destination following elective lumbar fusion: a supervised machine learning approach

A Cabrera, A Bouterse, M Nelson, J Razzouk… - The Spine Journal, 2023 - Elsevier
BACKGROUND CONTEXT The number of elective spinal fusion procedures performed each
year continues to grow, making risk factors for post-operative complications following this …

[HTML][HTML] Application of machine learning algorithms to predict 30-day hospital readmission following cement augmentation for osteoporotic vertebral compression …

A Cabrera, A Bouterse, M Nelson, L Thomas… - World Neurosurgery …, 2024 - Elsevier
Objective Osteoporosis is a common skeletal disease that greatly increases the risk of
pathologic fractures and accounts for approximately 700,000 vertebral compression fractures (…

Prediction of In-Hospital Mortality Following Vertebral Fracture Fixation in Patients With Ankylosing Spondylitis or Diffuse Idiopathic Skeletal Hyperostosis: Machine …

A Cabrera, A Bouterse, M Nelson, C Dietrich… - International Journal of …, 2024 - ijssurgery.com
Background Ankylosing spondylitis (AS) and diffuse idiopathic skeletal hyperostosis (DISH)
are distinct pathological entities that similarly increase the risk of vertebral fractures. Such …

Anatomic Assessment of L1-S1 Neuroforaminal Dimensions Using Computed Tomography in 1,000 Patients: A Follow-Up Study

…, P Carlson, E Vyhmeister, A Bouterse… - Global Spine …, 2023 - journals.sagepub.com
Objectives While the radiographic criteria for diagnosing central lumbar stenosis are well
described, criteria for diagnosing neuroforaminal stenosis (NFS) are unclear. Prior research …

[PDF][PDF] Association Between Vertebral Bone Quality Score and Dual-Energy X-ray Absorptiometry for the Assessment of Bone Mineral Density in Adolescent Patients

…, J Razzouk, D Shin, AJ Cabrera, K Nguyen, A Bouterse… - Cureus, 2024 - cureus.com
Background: The MRI-based vertebral bone quality (VBQ) score is an assessment tool for
bone mineral density (BMD) that has been validated in adults against the clinical standard of …

[PDF][PDF] Applications of Interpedicular Distance and Anteroposterior Diameter in the Approximation of the Spinal Canal Area

…, M Oliinik, P Carlson, AJ Cabrera, A Bouterse… - Cureus, 2023 - cureus.com
Introduction: Advancements within the field of medicine revolve around increasing the
efficiency of diagnosing and subsequently treating patients. One such advancement is …