AIMC Topic: Accreditation

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The Road Map for ACR Practice Accreditation for Radiology Artificial Intelligence.

Journal of the American College of Radiology : JACR Mar 8, 2025
As the use of artificial intelligence (AI) continues to grow in radiology, it has become clear that its real-world performance often differs from that demonstrated in premarket testing, underscoring the need for robust quality management (QM) program...
Humans Societies, Medical Accreditation Radiology Quality Assurance, Health Care Artificial Intelligence United States
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Development of deep learning-assisted overscan decision algorithm in low-dose chest CT: Application to lung cancer screening in Korean National CT accreditation program.

PloS one Sep 29, 2022
We propose a deep learning-assisted overscan decision algorithm in chest low-dose computed tomography (LDCT) applicable to the lung cancer screening. The algorithm reflects the radiologists' subjective evaluation criteria according to the Korea insti...
Early Detection of Cancer Humans Deep Learning Accreditation Algorithms Lung Neoplasms Retrospective Studies Tomography, X-Ray Computed
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Robot-assisted versus laparoscopic approach to concurrent bariatric surgery and hiatal hernia repair: propensity score matching analysis using the 2015-2018 MBSAQIP.

Surgical endoscopy Jan 12, 2022
BACKGROUND: Up to 37% of class three obesity patients have a Hiatal Hernia (HH). Most of the existent HHs get repaired at the time of bariatric surgery. Although the robotic platform might offer potential technical advantages over traditional laparos...
Accreditation Quality Improvement Anastomotic Leak Propensity Score Herniorrhaphy Gastric Bypass Humans Obesity, Morbid Gastrectomy Retrospective Studies Bariatric Surgery Adolescent Adult Treatment Outcome Robotics Middle Aged Aged Laparoscopy Young Adult
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General Applicability of Existing College of American Pathologists Accreditation Requirements to Clinical Implementation of Machine Learning-Based Methods in Molecular Oncology Testing.

Archives of pathology & laboratory medicine Apr 1, 2025
CONTEXT.—: The College of American Pathologists (CAP) accreditation requirements for clinical laboratory testing help ensure laboratories implement and maintain systems and processes that are associated with quality. Machine learning (ML)-based model...
Pathologists Humans Medical Oncology Machine Learning Neoplasms Accreditation Societies, Medical United States Laboratories, Clinical Pathology, Molecular
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SVM Communications: International perspectives on vascular medicine and updates from the Intersocietal Accreditation Commission (IAC).

Vascular medicine (London, England) Apr 1, 2023
United States Support Vector Machine Humans Accreditation Internationality Cardiology
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Enhancing trust in AI through industry self-governance.

Journal of the American Medical Informatics Association : JAMIA Jul 14, 2021
Artificial intelligence (AI) is critical to harnessing value from exponentially growing health and healthcare data. Expectations are high for AI solutions to effectively address current health challenges. However, there have been prior periods of ent...
Delivery of Health Care Trust Artificial Intelligence Health Facilities Accreditation
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Trust and medical AI: the challenges we face and the expertise needed to overcome them.

Journal of the American Medical Informatics Association : JAMIA Mar 18, 2021
Artificial intelligence (AI) is increasingly of tremendous interest in the medical field. How-ever, failures of medical AI could have serious consequences for both clinical outcomes and the patient experience. These consequences could erode public tr...
Trust Artificial Intelligence Humans Accreditation Attitude to Computers Algorithms Medical Informatics Attitude to Health
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