AIMC Topic: Simulation Training

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Automated Vision-Based Microsurgical Skill Analysis in Neurosurgery Using Deep Learning: Development and Preclinical Validation.

World neurosurgery Feb 12, 2021
BACKGROUND/OBJECTIVE: Technical skill acquisition is an essential component of neurosurgical training. Educational theory suggests that optimal learning and improvement in performance depends on the provision of objective feedback. Therefore, the aim...
Deep Learning Clinical Competence Microsurgery Humans Artificial Intelligence Reproducibility of Results Automation Models, Anatomic Simulation Training Neurosurgical Procedures Neurosurgery Video Recording
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See Like an Expert: Gaze-Augmented Training Enhances Skill Acquisition in a Virtual Reality Robotic Suturing Task.

Journal of endourology Jan 21, 2021
The da Vinci Skills Simulator (DVSS) is an effective platform for robotic skills training. Novel training methods using expert gaze patterns to guide trainees have demonstrated superiority to traditional instruction. Portable head-mounted eye-tracke...
Clinical Competence Virtual Reality Robotics Robotic Surgical Procedures Sutures Simulation Training Humans Computer Simulation
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Sensor-based indicators of performance changes between sessions during robotic surgery training.

Applied ergonomics Sep 19, 2020
Training of surgeons is essential for safe and effective use of robotic surgery, yet current assessment tools for learning progression are limited. The objective of this study was to measure changes in trainees' cognitive and behavioral states as the...
Surgeons Clinical Competence Robotics Humans Simulation Training Robotic Surgical Procedures Workload Curriculum
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Robotic Surgical Training at Home: A Low-Fidelity Simulation Method.

Journal of surgical education Jul 31, 2020
OBJECTIVE: Laparoscopic box simulators provide surgical residents a cost-effective and accessible learning tool to practice basic laparoscopic skills. Despite effective, high-fidelity simulators used in robotic surgery training, a similar low-fidelit...
Clinical Competence Robotics Laparoscopy Computer Simulation Robotic Surgical Procedures Simulation Training
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The effects of different levels of realism on the training of CNNs with only synthetic images for the semantic segmentation of robotic instruments in a head phantom.

International journal of computer assisted radiology and surgery May 22, 2020
PURPOSE: The manual generation of training data for the semantic segmentation of medical images using deep neural networks is a time-consuming and error-prone task. In this paper, we investigate the effect of different levels of realism on the traini...
Phantoms, Imaging Simulation Training Neural Networks, Computer Machine Learning Databases, Factual Endoscopy Humans Image Processing, Computer-Assisted Robotic Surgical Procedures
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Roadmap for Developing Complex Virtual Reality Simulation Scenarios: Subpial Neurosurgical Tumor Resection Model.

World neurosurgery Apr 11, 2020
BACKGROUND: Advancement and evolution of current virtual reality (VR) surgical simulation technologies are integral to improve the available armamentarium of surgical skill education. This is especially important in high-risk surgical specialties. Su...
Neurosurgery Simulation Training Brain Neoplasms Virtual Reality Humans Machine Learning
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Robotic simulation experience in undergraduate medical education: a perspective.

Journal of robotic surgery Mar 3, 2020
Robotic surgery has been one of the most revolutionary advancements in surgery, and demand is anticipated to grow. The performance of robotic surgery has seen an exponential increase in recent years. This is largely due to the benefits offered by rob...
United Kingdom Education, Medical, Undergraduate Simulation Training Students, Medical Learning Curve Humans Robotics Robotic Surgical Procedures
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The Virtual Operative Assistant: An explainable artificial intelligence tool for simulation-based training in surgery and medicine.

PloS one Feb 27, 2020
Simulation-based training is increasingly being used for assessment and training of psychomotor skills involved in medicine. The application of artificial intelligence and machine learning technologies has provided new methodologies to utilize large ...
Brain Neoplasms Male Virtual Reality Support Vector Machine Surgery, Computer-Assisted Neurosurgery Algorithms Computer Simulation Female Humans Artificial Intelligence Education, Medical Simulation Training
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Machine Learning Identification of Surgical and Operative Factors Associated With Surgical Expertise in Virtual Reality Simulation.

JAMA network open Aug 2, 2019
IMPORTANCE: Despite advances in the assessment of technical skills in surgery, a clear understanding of the composites of technical expertise is lacking. Surgical simulation allows for the quantitation of psychomotor skills, generating data sets that...
Adult Brain Neoplasms Male Machine Learning Humans Algorithms Clinical Competence Artificial Intelligence Female Virtual Reality Canada Neurosurgical Procedures Internship and Residency Simulation Training
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Artificial intelligence for precision education in radiology.

The British journal of radiology Jul 26, 2019
In the era of personalized medicine, the emphasis of health care is shifting from populations to individuals. Artificial intelligence (AI) is capable of learning without explicit instruction and has emerging applications in medicine, particularly rad...
Education, Medical, Graduate Clinical Competence Teaching Humans Teaching Materials Artificial Intelligence Radiology Simulation Training Bayes Theorem
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