AIMC Topic: Cervical Vertebrae

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Deep-learning-reconstructed high-resolution 3D cervical spine MRI for foraminal stenosis evaluation.

Skeletal radiology Oct 21, 2022
OBJECTIVE: To compare standard-of-care two-dimensional MRI acquisitions of the cervical spine with those from a single three-dimensional MRI acquisition, reconstructed using a deep-learning-based reconstruction algorithm. We hypothesized that the imp...
Humans Retrospective Studies Cervical Vertebrae Constriction, Pathologic Spinal Stenosis Deep Learning Imaging, Three-Dimensional Magnetic Resonance Imaging
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Comparison of Deep Learning and Classical Machine Learning Algorithms to Predict Postoperative Outcomes for Anterior Cervical Discectomy and Fusion Procedures With State-of-the-art Performance.

Spine Sep 21, 2022
STUDY DESIGN: Retrospective cohort.
Aged Adult Postoperative Complications Algorithms Retrospective Studies Spinal Fusion Medicare Diskectomy Deep Learning United States Cervical Vertebrae Humans Machine Learning
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Spinal robotics in cervical spine surgery: a systematic review with key concepts and technical considerations.

Journal of neurosurgery. Spine Sep 9, 2022
OBJECTIVE: Spinal robotics for thoracolumbar procedures, predominantly employed for the insertion of pedicle screws, is currently an emerging topic in the literature. The use of robotics in instrumentation of the cervical spine has not been broadly e...
Pedicle Screws Spine Surgery, Computer-Assisted Female Robotics Humans Male Aged Cervical Vertebrae Retrospective Studies Middle Aged Adult Spinal Fusion Randomized Controlled Trials as Topic
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iCVM: An Interpretable Deep Learning Model for CVM Assessment Under Label Uncertainty.

IEEE journal of biomedical and health informatics Aug 11, 2022
The Cervical Vertebral Maturation (CVM) method aims to determine the craniofacial skeletal maturational stage, which is crucial for orthodontic and orthopedic treatment. In this paper, we explore the potential of deep learning for automatic CVM asses...
Radiography Cervical Vertebrae Uncertainty Age Determination by Skeleton Female Male Deep Learning Humans
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How are Patients Describing You Online? A Natural Language Processing Driven Sentiment Analysis of Online Reviews on CSRS Surgeons.

Clinical spine surgery Aug 10, 2022
STUDY DESIGN: A quantitative analysis of written, online reviews of Cervical Spine Research Society (CSRS) surgeons.
Retrospective Studies Surgeons Case-Control Studies Natural Language Processing Internet Sentiment Analysis Humans Cervical Vertebrae Pain Artificial Intelligence Patient Satisfaction
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Deep learning reconstruction for the evaluation of neuroforaminal stenosis using 1.5T cervical spine MRI: comparison with 3T MRI without deep learning reconstruction.

Neuroradiology Aug 3, 2022
PURPOSE: To compare image quality and interobserver agreement in evaluations of neuroforaminal stenosis between 1.5T cervical spine magnetic resonance imaging (MRI) with deep learning reconstruction (DLR) and 3T MRI without DLR.
Constriction, Pathologic Adult Male Middle Aged Deep Learning Magnetic Resonance Imaging Cervical Vertebrae Humans Prospective Studies
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Convolutional neural network-based automatic cervical vertebral maturation classification method.

Dento maxillo facial radiology Jul 5, 2022
OBJECTIVES: This study aimed to develop a fully automated artificial intelligence-aided cervical vertebral maturation (CVM) classification method based on convolutional neural networks (CNNs) to provide an auxiliary diagnosis for orthodontists.
Cervical Vertebrae Child Cephalometry Artificial Intelligence Adolescent Child, Preschool Humans Neural Networks, Computer
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Fully automated determination of the cervical vertebrae maturation stages using deep learning with directional filters.

PloS one Jul 1, 2022
INTRODUCTION: We aim to apply deep learning to achieve fully automated detection and classification of the Cervical Vertebrae Maturation (CVM) stages. We propose an innovative custom-designed deep Convolutional Neural Network (CNN) with a built-in se...
ROC Curve Neural Networks, Computer Cervical Vertebrae Deep Learning
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Bone visualization of the cervical spine with deep learning-based synthetic CT compared to conventional CT: A single-center noninferiority study on image quality.

European journal of radiology Jun 17, 2022
PURPOSE: To investigate whether the image quality of a specific deep learning-based synthetic CT (sCT) of the cervical spine is noninferior to conventional CT.
Deep Learning Magnetic Resonance Imaging Cervical Vertebrae Artificial Intelligence Tomography, X-Ray Computed Artifacts Humans
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Pragmatic Prediction of Excessive Length of Stay After Cervical Spine Surgery With Machine Learning and Validation on a National Scale.

Neurosurgery Jun 17, 2022
BACKGROUND: Extended postoperative hospital stays are associated with numerous clinical risks and increased economic cost. Accurate preoperative prediction of extended length of stay (LOS) can facilitate targeted interventions to mitigate clinical ha...
Machine Learning Cervical Vertebrae Retrospective Studies Spinal Fusion Humans Length of Stay
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