Citations 2
Metrics for Artificial Intelligence in Medicine: A Reference Resource
Gonzales, Ricardo A. , Takahashi, Marcelo Straus , Retson, Tara , Banerjee, Imon, Park, S. H., Kahn, Charles E. , Park, Seong Ho , Park, Seong Ho , Kahn, Charles E , Banerjee, Imon
Radiology: Artificial Intelligence | March 11, 2026 | Volume: 8 | Issue: 3 | Pages: No page available
A comprehensive, machine-interpretable taxonomy of artificial intelligence (AI) performance metrics provides a shared vocabulary and structured foundation to facilitate rigorous, transparent, and responsible evaluation of medical AI systems.
The Role of Imaging for Gastrointestinal Bleeding: Consensus Recommendations From the American College of Gastroenterology and Society of Abdominal Radiology
Sengupta, Neil , Bruining, David H. , Latorre, Melissa, Leighton, Jonathan A. , Wells, Michael , Guglielmo, Flavius F. , Gee, Michael S. , Yoo, Don C. , Ramalingam, Vijay , Huete, Álvaro , Sokhandon, Farnoosh , Grand, David , Tse, Justin R. , Fidler, Jeff L. , Guglielmo, Flavius F , Kastenberg, David , Brook, Olga R. , Naringrekar, Haresh , Gee, Michael Stanley , Soto, Jorge A. , Park, Seong Ho , Khandelwal, Ashish , Gupta, Avneesh , Allen, Brian C. , Anderson, Mark , Dane, Bari , Fidler, Jeff L.
American Journal of Gastroenterology | March 5, 2024 | Volume: 119 | Issue: 3 | Pages: 438-449
Gastrointestinal (GI) bleeding is the most common GI diagnosis leading to hospitalization within the United States. Prompt diagnosis and treatment of GI bleeding is critical to improving patient outcomes and reducing high healthcare utilization and costs. Radiologic techniques including computed tomography angiography, catheter angiography, computed tomography enterography, magnetic resonance enterography, nuclear medicine red blood cell scan, and technetium-99m pertechnetate scintigraphy (Meckel scan) are frequently used to evaluate patients with GI bleeding and are complementary to GI endoscopy. However, multiple management guidelines exist which differ in the recommended utilization of these radiologic examinations. This variability can lead to confusion as to how these tests should be used in the evaluation of GI bleeding. In this document, a panel of experts from the American College of Gastroenterology and Society of Abdominal Radiology provide a review of the radiologic examinations used to evaluate for GI bleeding including nomenclature, technique, performance, advantages, and limitations. A comparison of advantages and limitations relative to endoscopic examinations is also included. Finally, consensus statements and recommendations on technical parameters and utilization of radiologic techniques for GI bleeding are provided.