Intervertebral Disc Displacement

Exploring deep learning strategies for intervertebral disc herniation detection on veterinary MRI.

Scientific reports 39030338

Intervertebral Disc Herniation (IVDH) is a common spinal disease in dogs, significantly impacting their health, mobility, and overall well-being. This study initiates an effort to automate the detection and localization of IVDH lesions in veterinary ...

Animals Artificial Intelligence Cats Deep Learning Dog Diseases Dogs Intervertebral Disc Displacement Magnetic Resonance Imaging

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Policy Learning for Actively Labeled Sample Selection on Lumbar Semi-supervised Classification.

Journal of imaging informatics in medicine 39020159

Large labeled data bring significant performance improvement, but acquiring labeled medical data is particularly challenging due to the laborious, time-consuming, and medically qualified annotation. Semi-supervised learning has been employed to lever...

Humans Intervertebral Disc Displacement Lumbar Vertebrae Magnetic Resonance Imaging Supervised Machine Learning

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Identification of copper death-associated molecular clusters and immunological profiles for lumbar disc herniation based on the machine learning.

Scientific reports 39164344

Lumbar disc herniation (LDH) is a common clinical spinal disorder, yet its etiology remains unclear. We aimed to explore the role of cuproptosis-related genes (CRGs) and identify potential diagnostic biomarkers. Our analysis involved interrogating th...

Biomarkers Cell Death Cluster Analysis Copper Gene Expression Profiling Humans Intervertebral Disc Displacement Lumbar Vertebrae Machine Learning Transcriptome

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Development of a Dual-Plane MRI-Based Deep Learning Model to Assess the 1-Year Postoperative Outcomes in Lumbar Disc Herniation After Tubular Microdiscectomy.

Journal of magnetic resonance imaging : JMRI 39501646

BACKGROUND: Tubular microdiscectomy (TMD) is a treatment for lumbar disc herniation (LDH). Although the combination of MRI and deep learning (DL) has shown promise, its application in evaluating postoperative outcomes in TMD has not been fully explor...

Adult Aged Deep Learning Diskectomy Female Humans Intervertebral Disc Displacement Lumbar Vertebrae Magnetic Resonance Imaging Male Microsurgery Middle Aged Postoperative Period Reproducibility of Results Retrospective Studies Treatment Outcome

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Enhanced Disc Herniation Classification Using Grey Wolf Optimization Based on Hybrid Feature Extraction and Deep Learning Methods.

Tomography (Ann Arbor, Mich.) 39852681

UNLABELLED: Due to the increasing number of people working at computers in professional settings, the incidence of lumbar disc herniation is increasing.

Algorithms Deep Learning Humans Image Interpretation, Computer-Assisted Intervertebral Disc Displacement Lumbar Vertebrae Magnetic Resonance Imaging Male Neural Networks, Computer Support Vector Machine

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Spinal Cord Image Denoising Using Dncnn Algorithm.

Current medical imaging 40033502

BACKGROUND: Spinal image denoising plays a vital role in the accurate diagnosis of disc herniation (DH).

Algorithms Humans Image Interpretation, Computer-Assisted Intervertebral Disc Displacement Magnetic Resonance Imaging Neural Networks, Computer Spinal Cord

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Development and application of AI assisted automatic reconstruction of axial lumbar disc CT images and diagnosis of lumbar disc herniation.

European journal of radiology 39965414

RATIONALE AND OBJECTIVES: To evaluate the value of artificial intelligence (AI) assisted diagnostic system in reconstructing axial lumbar disc CT images and diagnosing lumbar disc herniation.

Adult Aged Artificial Intelligence Female Humans Intervertebral Disc Displacement Lumbar Vertebrae Male Middle Aged Radiographic Image Interpretation, Computer-Assisted Reproducibility of Results Sensitivity and Specificity Tomography, X-Ray Computed

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WDRIV-Net: a weighted ensemble transfer learning to improve automatic type stratification of lumbar intervertebral disc bulge, prolapse, and herniation.

Biomedical engineering online 39915867

The degeneration of the intervertebral discs in the lumbar spine is the common cause of neurological and physical dysfunctions and chronic disability of patients, which can be stratified into single-(e.g., disc herniation, prolapse, or bulge) and com...

Adult Automation Deep Learning Female Humans Image Processing, Computer-Assisted Intervertebral Disc Intervertebral Disc Degeneration Intervertebral Disc Displacement Lumbar Vertebrae Machine Learning Magnetic Resonance Imaging Male Middle Aged

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Deep Learning for Lumbar Disc Herniation Diagnosis and Treatment Decision-Making Using Magnetic Resonance Imagings: A Retrospective Study.

World neurosurgery 39880078

BACKGROUND: Lumbar disc herniation (LDH) is a common cause of back and leg pain. Diagnosis relies on clinical history, physical exam, and imaging, with magnetic resonance imaging (MRI) being an important reference standard. While artificial intellige...

Adult Aged Artificial Intelligence Clinical Decision-Making Deep Learning Female Humans Intervertebral Disc Displacement Lumbar Vertebrae Magnetic Resonance Imaging Male Middle Aged Neural Networks, Computer Retrospective Studies

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Machine-learning-based prediction of functional recovery in deep-pain-negative dogs after decompressive thoracolumbar hemilaminectomy for acute intervertebral disc extrusion.

Veterinary surgery : VS 40130766

OBJECTIVE: To develop and compare machine-learning algorithms to predict recovery of ambulation after decompressive surgery for acute intervertebral disc extrusion (IVDE).

Algorithms Animals Decompression, Surgical Dog Diseases Dogs Female Intervertebral Disc Displacement Laminectomy Lumbar Vertebrae Machine Learning Male Recovery of Function Retrospective Studies Thoracic Vertebrae

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AI Medical Compendium Topic

Explore the latest research on artificial intelligence and machine learning in medicine.

Exploring deep learning strategies for intervertebral disc herniation detection on veterinary MRI.

Policy Learning for Actively Labeled Sample Selection on Lumbar Semi-supervised Classification.

Identification of copper death-associated molecular clusters and immunological profiles for lumbar disc herniation based on the machine learning.

Development of a Dual-Plane MRI-Based Deep Learning Model to Assess the 1-Year Postoperative Outcomes in Lumbar Disc Herniation After Tubular Microdiscectomy.

Enhanced Disc Herniation Classification Using Grey Wolf Optimization Based on Hybrid Feature Extraction and Deep Learning Methods.

Spinal Cord Image Denoising Using Dncnn Algorithm.

Development and application of AI assisted automatic reconstruction of axial lumbar disc CT images and diagnosis of lumbar disc herniation.

WDRIV-Net: a weighted ensemble transfer learning to improve automatic type stratification of lumbar intervertebral disc bulge, prolapse, and herniation.

Deep Learning for Lumbar Disc Herniation Diagnosis and Treatment Decision-Making Using Magnetic Resonance Imagings: A Retrospective Study.

Machine-learning-based prediction of functional recovery in deep-pain-negative dogs after decompressive thoracolumbar hemilaminectomy for acute intervertebral disc extrusion.

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