AIMC Topic: Ankle Fractures

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Artificial intelligence versus orthopedic surgeons as an orthopedic consultant in the emergency department.

Injury Mar 22, 2025
INTRODUCTION: ChatGPT, a widely accessible AI program, has demonstrated potential in various healthcare applications, including emergency department (ED) triage, differential diagnosis, and patient education. However, its potential in providing recom...
Humans Referral and Consultation Ankle Fractures Orthopedics Orthopedic Surgeons Artificial Intelligence Triage Emergency Service, Hospital
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Open-source Large Language Models can Generate Labels from Radiology Reports for Training Convolutional Neural Networks.

Academic radiology Jan 6, 2025
RATIONALE AND OBJECTIVES: Training Convolutional Neural Networks (CNN) requires large datasets with labeled data, which can be very labor-intensive to prepare. Radiology reports contain a lot of potentially useful information for such tasks. However,...
Radiology Information Systems Ankle Fractures Large Language Models Neural Networks, Computer Sensitivity and Specificity Convolutional Neural Networks Humans
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Correlation Between Statin Use and Symptomatic Venous Thromboembolism Incidence in Patients With Ankle Fracture: A Machine Learning Approach.

Foot & ankle specialist Oct 31, 2023
BACKGROUND: Identifying factors that correlate with the incidence of venous thromboembolism (VTE) has the potential to improve VTE prevention and positively influence decision-making regarding prophylaxis. In this study, we aimed to investigate the c...
Humans Machine Learning Retrospective Studies Female Male Middle Aged Risk Assessment Case-Control Studies Risk Factors Aged Adult Ankle Fractures Incidence Venous Thromboembolism Hydroxymethylglutaryl-CoA Reductase Inhibitors
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Evaluation of ensemble strategy on the development of multiple view ankle fracture detection algorithm.

The British journal of radiology Mar 17, 2023
OBJECTIVE: To identify the feasibility and efficiency of deep convolutional neural networks (DCNNs) in the detection of ankle fractures and to explore ensemble strategies that applied multiple projections of radiographs.Ankle radiographs (AXRs) are t...
Deep Learning Ankle Ankle Fractures Neural Networks, Computer Algorithms Humans
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Detection of ankle fractures using deep learning algorithms.

Foot and ankle surgery : official journal of the European Society of Foot and Ankle Surgeons May 26, 2022
BACKGROUND: Early and accurate detection of ankle fractures are crucial for optimizing treatment and thus reducing future complications. Radiographs are the most abundant imaging techniques for assessing fractures. Deep learning (DL) methods, through...
Retrospective Studies Case-Control Studies Deep Learning Ankle Fractures Humans Neural Networks, Computer Algorithms
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Ankle fracture classification using deep learning: automating detailed AO Foundation/Orthopedic Trauma Association (AO/OTA) 2018 malleolar fracture identification reaches a high degree of correct classification.

Acta orthopaedica Oct 26, 2020
Background and purpose - Classification of ankle fractures is crucial for guiding treatment but advanced classifications such as the AO Foundation/Orthopedic Trauma Association (AO/OTA) are often too complex for human observers to learn and use. We h...
Deep Learning Radiography Ankle Fractures Algorithms Sweden Humans
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Machine Learning Accurately Predicts Short-Term Outcomes Following Open Reduction and Internal Fixation of Ankle Fractures.

The Journal of foot and ankle surgery : official publication of the American College of Foot and Ankle Surgeons Feb 23, 2019
Ankle fractures are common orthopedic injuries with favorable outcomes when managed with open reduction and internal fixation (ORIF). Several patient-related risk factors may contribute to poor short-term outcomes, and machine learning may be a valua...
Male Middle Aged Postoperative Complications United States Hypertension Length of Stay Hospital Mortality Renal Insufficiency Female Machine Learning Ankle Fractures Humans Risk Factors Algorithms Medicaid Diabetes Mellitus Open Fracture Reduction Databases, Factual Cross-Sectional Studies Lung Diseases Age Factors Heart Failure Medicare Fracture Fixation, Internal Anemia
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Partial displacement of epidural catheter after patient position change: A case report.

Journal of clinical anesthesia Dec 22, 2016
Epidural catheter migration is a well-known cause of failed anesthesia and complications. One of the factors that affect catheter movement is when patients change their position after skin fixation. We report a case of an epidural catheter placed wit...
Intraoperative Complications Lumbosacral Plexus Anesthetics, Local Supine Position Fluoroscopy Lumbar Vertebrae Nerve Block Movement Humans Contrast Media Ankle Fractures Fracture Fixation, Internal Anesthesia, Epidural Female Catheterization Adult
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Comparative analysis of clinical relevance and accuracy in AI-assisted patient consultations on ankle and clavicle fracture surgeries.

Injury Jul 1, 2025
BACKGROUND: It is becoming increasingly important to evaluate the effectiveness of large language models (LLMs) and query-assisted platforms like Google and ChatGPT in providing clinically relevant and accurate information to patient-initiated inquir...
Humans Artificial Intelligence Fractures, Bone Ankle Fractures Clavicle Double-Blind Method Clinical Relevance Internet Referral and Consultation
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Robust Multi-View Fracture Detection in the Presence of Other Abnormalities Using HAMIL-Net.

Military medicine Nov 8, 2023
INTRODUCTION: Foot and ankle fractures are the most common military health problem. Automated diagnosis can save time and personnel. It is crucial to distinguish fractures not only from normal healthy cases, but also robust against the presence of ot...
Artificial Intelligence Retrospective Studies Young Adult Ankle Fractures Adult Adolescent Humans Neural Networks, Computer
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