AIMC Topic: Scapula

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Innovative diagnostic framework for shoulder instability: a narrative review on machine learning-enhanced scapular dyskinesis assessment in sports injuries.

European journal of medical research Apr 9, 2025
A common shoulder problem that significantly detracts from patients' quality of life is shoulder instability (SI). Abnormal scapular positioning and movement are closely associated with rotator cuff injuries and SI, as shown by several studies. The a...
Humans Joint Instability Athletic Injuries Scapula Dyskinesias Machine Learning Biomechanical Phenomena Shoulder Joint
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Deep learning algorithms enable MRI-based scapular morphology analysis with values comparable to CT-based assessments.

Scientific reports Jan 10, 2025
Scapular morphological attributes show promise as prognostic indicators of retear following rotator cuff repair. Current evaluation techniques using single-slice magnetic-resonance imaging (MRI) are, however, prone to error, while more accurate compu...
Male Middle Aged Deep Learning Female Aged Adult Imaging, Three-Dimensional Magnetic Resonance Imaging Scapula Humans Algorithms Tomography, X-Ray Computed
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An accelerated deep learning model can accurately identify clinically important humeral and scapular landmarks on plain radiographs obtained before and after anatomic arthroplasty.

International orthopaedics Jan 6, 2025
PURPOSE: Accurate identification of radiographic landmarks is fundamental to characterizing glenohumeral relationships before and sequentially after shoulder arthroplasty, but manual annotation of these radiographs is laborious. We report on the use ...
Humans Female Male Deep Learning Humerus Scapula Arthroplasty, Replacement, Shoulder Radiography Anatomic Landmarks Shoulder Joint
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Machine learning insights into scapular stabilization for alleviating shoulder pain in college students.

Scientific reports Nov 18, 2024
Non-specific shoulder pain is a common musculoskeletal condition, especially among college students, and it can have a negative impact on the patient's life. Therapists have used scapular stabilization exercises (SSE) to enhance scapular control and ...
Exercise Therapy Shoulder Pain Scapula Male Students Universities Female Young Adult Adult Humans Machine Learning
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Automatic quantification of scapular and glenoid morphology from CT scans using deep learning.

European journal of radiology Jun 25, 2024
OBJECTIVES: To develop and validate an open-source deep learning model for automatically quantifying scapular and glenoid morphology using CT images of normal subjects and patients with glenohumeral osteoarthritis.
Humans Tomography, X-Ray Computed Female Reproducibility of Results Radiographic Image Interpretation, Computer-Assisted Osteoarthritis Shoulder Joint Scapula Glenoid Cavity Middle Aged Deep Learning Anatomic Landmarks Aged Adult Male
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Deep learning classification of shoulder fractures on plain radiographs of the humerus, scapula and clavicle.

PloS one Aug 30, 2023
In this study, we present a deep learning model for fracture classification on shoulder radiographs using a convolutional neural network (CNN). The primary aim was to evaluate the classification performance of the CNN for proximal humeral fractures (...
Scapula Clavicle Shoulder Humerus Shoulder Fractures Humans Thoracic Injuries Deep Learning
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Machine learning algorithms for predicting scapular kinematics.

Medical engineering & physics Feb 4, 2019
The goal of this study was to develop and validate a non-invasive approach to estimate scapular kinematics in individual patients. We hypothesized that machine learning algorithms could be developed using motion capture data to accurately estimate dy...
Humans Machine Learning Adult Healthy Volunteers Mechanical Phenomena Movement Scapula Biomechanical Phenomena Imaging, Three-Dimensional Fluoroscopy
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Cascade learning in multi-task encoder-decoder networks for concurrent bone segmentation and glenohumeral joint clinical assessment in shoulder CT scans.

Artificial intelligence in medicine Jul 1, 2025
Osteoarthritis is a degenerative condition that affects bones and cartilage, often leading to structural changes, including osteophyte formation, bone density loss, and the narrowing of joint spaces. Over time, this process may disrupt the glenohumer...
Shoulder Joint Scapula Deep Learning Imaging, Three-Dimensional Osteoarthritis Humans Neural Networks, Computer Retrospective Studies Tomography, X-Ray Computed Female Male
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Shoulder motion assistance using a single-joint Hybrid Assistive Limb robot: Evaluation of its safety and validity in healthy adults.

Journal of orthopaedic surgery (Hong Kong) Jan 1, 2017
PURPOSES: To evaluate the feasibility of using the single-joint Hybrid Assistive Limb robot (HAL) to assist with shoulder flexion-extension in healthy adults, and to assess the capacity of the HAL to analyze the bioelectrical signals of muscle activi...
Shoulder Joint Self-Help Devices Scapula Robotics Electromyography Feasibility Studies Rotation Arm Range of Motion, Articular Cross-Sectional Studies Male Muscle, Skeletal Humans Young Adult Adult
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