
GastroenterologyDeep learning convolutional neural network, computer vision, real-time video inferenceBroad clinical use
GI Genius AI Polyp Detection: FDA De Novo Clearance, RCT Evidence, and Real-World Deployment Considerations
A structured clinical application profile of GI Genius (Medtronic/Cosmo Pharmaceuticals), the first FDA De Novo-cleared AI colonoscopy CADe system, covering its regulatory authorization, deep learning architecture, evidence from seven device-specific RCTs and two major meta-analyses, documented efficacy-to-effectiveness gaps in pragmatic deployment, and operational guidance for endoscopy units evaluating adoption.
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