AIMC Topic: Spinal Stenosis

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Predicting Spinal Surgery Candidacy From Imaging Data Using Machine Learning.

Neurosurgery Jun 15, 2021
BACKGROUND: The referral process for consultation with a spine surgeon remains inefficient, given a substantial proportion of referrals to spine surgeons are nonoperative.
Humans Magnetic Resonance Imaging Lumbar Vertebrae Spinal Stenosis Decompression, Surgical Machine Learning Female Male Middle Aged
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Incorporating New Technologies to Overcome the Limitations of Endoscopic Spine Surgery: Navigation, Robotics, and Visualization.

World neurosurgery Jan 1, 2021
Recently, spine surgery has gradually evolved from conventional open surgery to minimally invasive surgery, and endoscopic spine surgery (ESS) has become an important procedure in minimally invasive spine surgery. With improvements in the optics, spi...
Intervertebral Disc Displacement Neuroendoscopy Neuronavigation Spine Surgery, Computer-Assisted Spinal Stenosis Humans Endoscopy Robotics Neurosurgical Procedures
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Spinal Stenosis Grading in Magnetic Resonance Imaging Using Deep Convolutional Neural Networks.

Spine Jun 15, 2020
STUDY DESIGN: Retrospective magnetic resonance imaging grading with comparison between experts and deep convolutional neural networks (CNNs).
Retrospective Studies Magnetic Resonance Imaging Humans Spinal Stenosis Neural Networks, Computer Prognosis
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Quantitative Analysis of Spinal Canal Areas in the Lumbar Spine: An Imaging Informatics and Machine Learning Study.

AJNR. American journal of neuroradiology Sep 1, 2019
BACKGROUND AND PURPOSE: Quantitative imaging biomarkers have not been established for the diagnosis of spinal canal stenosis. This work aimed to lay the groundwork to establish such biomarkers by leveraging the developments in machine learning and me...
Adult Male Middle Aged Magnetic Resonance Imaging Humans Machine Learning Female Aged Spinal Canal Lumbar Vertebrae Reference Values Spinal Stenosis
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Artificial Intelligence for the Treatment of Lumbar Spondylolisthesis.

Neurosurgery clinics of North America Jul 1, 2019
Multiple registries are currently collecting patient-specific data on lumbar spondylolisthesis including outcomes data. The collection of imaging diagnostics data along with comparative outcomes data following decompression versus decompression and f...
Lumbar Vertebrae Spinal Stenosis Decompression, Surgical Spondylolisthesis Humans Artificial Intelligence Treatment Outcome
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Machine learning-based preoperative predictive analytics for lumbar spinal stenosis.

Neurosurgical focus May 1, 2019
OBJECTIVEPatient-reported outcome measures (PROMs) following decompression surgery for lumbar spinal stenosis (LSS) demonstrate considerable heterogeneity. Individualized prediction tools can provide valuable insights for shared decision-making. The ...
Treatment Outcome Recovery of Function Predictive Value of Tests Lumbar Vertebrae Feasibility Studies Spinal Stenosis Decompression, Surgical Aged Male Middle Aged Length of Stay Algorithms Retrospective Studies Female Humans Machine Learning
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Automated Pathogenesis-Based Diagnosis of Lumbar Neural Foraminal Stenosis via Deep Multiscale Multitask Learning.

Neuroinformatics Oct 1, 2018
Pathogenesis-based diagnosis is a key step to prevent and control lumbar neural foraminal stenosis (LNFS). It conducts both early diagnosis and comprehensive assessment by drawing crucial pathological links between pathogenic factors and LNFS. Automa...
Middle Aged Lumbar Vertebrae Spinal Stenosis Intervertebral Disc Degeneration Machine Learning Spinal Nerve Roots Humans Multitasking Behavior Female Neural Networks, Computer Aged Male
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Gait Analysis Using a Support Vector Machine for Lumbar Spinal Stenosis.

Orthopedics Nov 1, 2015
Lumbar spinal canal stenosis (LSS) is diagnosed based on physical examination and radiological documentation of lumbar spinal canal narrowing. Differential diagnosis of the level of lumbar radiculopathy is difficult in multilevel spinal stenosis. The...
Support Vector Machine Lumbar Vertebrae Knee Joint Walking Gait Spinal Stenosis Radiculopathy Aged, 80 and over Male Middle Aged Case-Control Studies Humans Female Aged Ankle Joint
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Monitoring the quality of robot-assisted pedicle screw fixation in the lumbar spine by using a cumulative summation test.

Spine Jan 15, 2015
STUDY DESIGN: Prospective randomized controlled trial.
Aged Humans Aged, 80 and over Spinal Fusion Middle Aged Adult Lumbar Vertebrae Female Treatment Outcome Male Spinal Stenosis Robotics Pedicle Screws Minimally Invasive Surgical Procedures
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Rule-based Cervical Spine Defect Classification Using Medical Narratives.

Studies in health technology and informatics Jan 1, 2015
Classifying the defects occurring at the cervical spine provides the basis for surgical treatment planning and therapy recommendation. This process requires evidence from patient records. Further, the degree of a defect needs to be encoded in a stand...
Terminology as Topic Decision Support Systems, Clinical Electronic Health Records Humans Narration Reproducibility of Results Cervical Vertebrae Machine Learning Natural Language Processing Sensitivity and Specificity Knowledge Bases Algorithms Diagnosis, Computer-Assisted Spinal Stenosis Biological Ontologies
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