AIMC Topic: Osteoarthritis, Knee

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Deep learning based classification of tibio-femoral knee osteoarthritis from lateral view knee joint X-ray images.

Scientific reports Jul 1, 2025
Design an effective deep learning-driven method to locate and classify the tibio-femoral knee joint space width (JSW) with respect to both anterior-posterior (AP) and lateral views. Compare the results and see how successfully a deep learning approac...
Humans Tibia Femur Osteoarthritis, Knee Deep Learning Radiography Knee Joint
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The Role of Artificial Intelligence Large Language Models in Personalized Rehabilitation Programs for Knee Osteoarthritis: An Observational Study.

Journal of medical systems Jun 3, 2025
BACKGROUND: Large language models (LLMs) can contribute to treatment options and outcomes by assisting physiotherapists for conditions like osteoarthritis.
Aged Cross-Sectional Studies Male Precision Medicine Female Large Language Models Physical Therapists Middle Aged Osteoarthritis, Knee Physical Therapy Modalities Humans Artificial Intelligence
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OA-HybridCNN (OHC): An advanced deep learning fusion model for enhanced diagnostic accuracy in knee osteoarthritis imaging.

PloS one May 7, 2025
Knee osteoarthritis (KOA) is a leading cause of disability globally. Early and accurate diagnosis is paramount in preventing its progression and improving patients' quality of life. However, the inconsistency in radiologists' expertise and the onset ...
Osteoarthritis, Knee Male Humans Deep Learning Female Magnetic Resonance Imaging
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Machine learning analysis of FOSL2 and RHoBTB1 as central immunological regulators in knee osteoarthritis synovium.

The Journal of international medical research Apr 27, 2025
BackgroundKnee osteoarthritis is a debilitating disease with a complex pathogenesis. Synovitis, which refers to inflammation of the synovial membrane surrounding the joint, is believed to play an important role in the development and progression of k...
Animals Gene Expression Profiling Gene Regulatory Networks Mice Synovial Membrane Disease Models, Animal Humans Machine Learning Gene Expression Regulation Osteoarthritis, Knee Fos-Related Antigen-2
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Accuracy of machine learning in identifying candidates for total knee arthroplasty (TKA) surgery: a systematic review and meta-analysis.

European journal of medical research Apr 22, 2025
BACKGROUND: The application of machine learning (ML) in predicting the requirement for total knee arthroplasty (TKA) at knee osteoarthritis (KOA) patients has been acknowledged. Nonetheless, the variables employed in the development of ML models are ...
Machine Learning Patient Selection Arthroplasty, Replacement, Knee Osteoarthritis, Knee Humans
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Classification of Grades of Subchondral Sclerosis from Knee Radiographic Images Using Artificial Intelligence.

Sensors (Basel, Switzerland) Apr 17, 2025
Osteoarthritis (OA) is the most common joint disease, affecting over 300 million people worldwide. Subchondral sclerosis is a key indicator of OA. Currently, the diagnosis of subchondral sclerosis is primarily based on radiographic images; however, r...
Knee Sclerosis Knee Joint Osteoarthritis, Knee Female Humans Aged Neural Networks, Computer Adult Male Artificial Intelligence Middle Aged Radiography
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[Research progress of effect mechanism of acupotomy for knee osteoarthritis].

Zhongguo zhen jiu = Chinese acupuncture & moxibustion Mar 31, 2025
Acupotomy therapy demonstrates the definite clinical efficacy on knee osteoarthritis (KOA). After reviewing systematically the mechanism studies on acupotomy for KOA over the past 5 years, It is revealed that acupotomy synergistically intervenes in t...
Acupuncture Therapy Osteoarthritis, Knee Humans Animals
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ShapeMed-Knee: A Dataset and Neural Shape Model Benchmark for Modeling 3D Femurs.

IEEE transactions on medical imaging Mar 17, 2025
Analyzing anatomic shapes of tissues and organs is pivotal for accurate disease diagnostics and clinical decision-making. One prominent disease that depends on anatomic shape analysis is osteoarthritis, which affects 30 million Americans. To advance ...
Osteoarthritis, Knee Knee Joint Femur Databases, Factual Imaging, Three-Dimensional Magnetic Resonance Imaging Humans Neural Networks, Computer
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Posttraumatic Arthritis After Anterior Cruciate Ligament Injury: Machine Learning Comparison Between Surgery and Nonoperative Management.

The American journal of sports medicine Mar 13, 2025
BACKGROUND: Nonoperative and operative management techniques after anterior cruciate ligament (ACL) injury are both appropriate treatment options for selected patients. However, the subsequent development of posttraumatic knee osteoarthritis (PTOA) r...
Arthroplasty, Replacement, Knee Osteoarthritis, Knee Humans Anterior Cruciate Ligament Injuries Male Anterior Cruciate Ligament Reconstruction Machine Learning Middle Aged Female Young Adult Adult
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A machine learning approach using gait parameters to cluster TKA subjects into stable and unstable joints for discovery analysis.

The Knee Mar 11, 2025
BACKGROUND: Patient-reported joint instability after total knee arthroplasty (TKA) is difficult to quantify objectively. Here, we apply machine learning to cluster TKA subjects using nine literature-proposed gait parameters as knee instability predic...
Humans Joint Instability Cluster Analysis Knee Joint Gait Arthroplasty, Replacement, Knee Gait Analysis Osteoarthritis, Knee Aged Male Middle Aged Machine Learning Female
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