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Explore a comprehensive framework for evaluating clinical safety and hallucination rates in large language models used for medical text summarization in this Stanford University MedAI Group Exchange Session. Learn about the critical challenges facing ambient voice technology (AVT) deployment in healthcare systems across the US, UK, and EU, where accuracy measurement and oversight mechanisms remain scientifically undefined despite widespread adoption. Discover how TORTUS AI developed a systematic approach to address these gaps, particularly in light of new MHRA regulations requiring post-market surveillance and real-world monitoring for AVT systems. Examine the methodology for transitioning from clinician-labeled data to automated monitoring systems, and understand the regulatory landscape surrounding AI-powered medical documentation tools. Gain insights from Dr. Dom Pimenta, CEO and co-founder of TORTUS AI, who brings unique perspectives as both an internal medicine physician/cardiologist and the NHS's first 'AI Attending,' drawing from experience conducting Europe's largest clinical trial of ambient voice technology.