Orthopedics

Latest AI and machine learning research in orthopedics for healthcare professionals.

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Showing 5941-5960 of 7,649 articles

Can temporomandibular joint osteoarthritis be diagnosed on MRI proton density-weighted images with diagnostic support from the latest deep learning classification models?

OBJECTIVES: This study aimed to clarify the performance of MRI-based deep learning classification models in diagnosing temporomandibular joint osteoarthritis (TMJ-OA) and to compare the developed diagnostic assistance with human observers.

Jan 1 2025 39067043

SCIseg: Automatic Segmentation of Intramedullary Lesions in Spinal Cord Injury on T2-weighted MRI Scans.

Purpose To develop a deep learning tool for the automatic segmentation of the spinal cord and intramedullary lesions in spinal cord injury (SCI) on T2-weighted MRI scans. Materials and Methods This retrospective study included MRI data acquired between July 2002 and February 2023. The data consisted of T2-weighted MRI scans acquired using different scanner manufacturers with various image resoluti...

Jan 1 2025 39503603
Temporomandibular joint assessment in MRI images using artificial intelligence tools: where are we now? A systematic review.

OBJECTIVES: To summarize the current evidence on the performance of artificial intelligence (AI) algorithms for the temporomandibular joint (TMJ) disc...

Jan 1 2025 39563454
Evaluation of temporomandibular joint disc displacement with MRI-based radiomics analysis.

OBJECTIVES: The purpose of this study was to propose a machine learning model and assess its ability to classify temporomandibular joint (TMJ) disc di...

Jan 1 2025 39602602
DeepTransformer: Node Classification Research of a Deep Graph Network on an Osteoporosis Graph based on GraphTransformer.

BACKGROUND: Osteoporosis (OP) is one of the most common diseases in the elderly population. It is mostly treated with medication, but drug research an...

Jan 1 2025 39651564
[Artificial intelligence-powered robotic joint surgery:application,research progress,and prospects].

Robotic joint surgery (RJS) has demonstrated high precision and reproducibility in total hip and knee arthroplasty,the integration of artificial intel...

Jan 1 2025 39690849
A prospectively deployed deep learning-enabled automated quality assurance tool for oncological palliative spine radiation therapy.

BACKGROUND: Palliative spine radiation therapy is prone to treatment at the wrong anatomic level. We developed a fully automated deep learning-based s...

Jan 1 2025 39722248
Diagnosis Osteoporosis Risk: Using Machine Learning Algorithms Among Fasa Adults Cohort Study (FACS).

INTRODUCTION: In Iran, the assessment of osteoporosis through tools like dual-energy X-ray absorptiometry poses significant challenges due to their hi...

Jan 1 2025 39760233
A Novel Ensemble Approach for Rib Fracture Detection and Visualization using CNNs and Grad-CAM.

AIM: This study aimed to develop a reliable and efficient system for predicting and locating rib fractures in medical images using an ensemble of conv...

Jan 1 2025 39815841
Clinical Application of a Big Data Machine Learning Analysis Model for Osteoporotic Fracture Risk Assessment Built on Multicenter Clinical Data in Qingdao City.

BACKGROUND: Osteoporotic fractures (OPF) pose a public health issue, imposing significant burdens on families and societies worldwide. Currently, ther...

Jan 1 2025 39851223
Deep Learning Superresolution for Simultaneous Multislice Parallel Imaging-Accelerated Knee MRI Using Arthroscopy Validation.

Background Deep learning (DL) methods can improve accelerated MRI but require validation against an independent reference standard to ensure robustnes...

Jan 1 2025 39873603
Comparitive performance of artificial intelligence-based large language models on the orthopedic in-training examination.

BACKGROUND: Large language models (LLMs) have many clinical applications. However, the comparative performance of different LLMs on orthopedic board s...

Jan 1 2025 40028745
Spinal Cord Image Denoising Using Dncnn Algorithm.

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

Jan 1 2025 40033502
Application of artificial intelligence in X-ray imaging analysis for knee arthroplasty: A systematic review.

BACKGROUND: Artificial intelligence (AI) is a promising and powerful technology with increasing use in orthopedics. The global morbidity of knee arthr...

Jan 1 2025 40333699
Lightweight G-YOLOv11: Advancing Efficient Fracture Detection in Pediatric Wrist X-rays

Computer-aided diagnosis (CAD) systems have greatly improved the interpretation of medical images by radiologists and surgeons. However, current CAD...

Validation of Subject-Specific Knee Models from In Vivo Measurements

Calibration to experimental data is vital when developing subject-specific models towards developing digital twins. Yet, to date, subject-specific m...

Reinforced Label Denoising for Weakly-Supervised Audio-Visual Video Parsing

Audio-visual video parsing (AVVP) aims to recognize audio and visual event labels with precise temporal boundaries, which is quite challenging since...

Comprehensive Study on Lumbar Disc Segmentation Techniques Using MRI Data

Lumbar disk segmentation is essential for diagnosing and curing spinal disorders by enabling precise detection of disk boundaries in medical imaging...

An Intrinsically Explainable Approach to Detecting Vertebral Compression Fractures in CT Scans via Neurosymbolic Modeling

Vertebral compression fractures (VCFs) are a common and potentially serious consequence of osteoporosis. Yet, they often remain undiagnosed. Opportu...

Deep Joint Source Channel Coding for Privacy-Aware End-to-End Image Transmission

Deep neural network (DNN)-based joint source and channel coding is proposed for privacy-aware end-to-end image transmission against multiple eavesdr...

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