The Quantum Shift in Biomedical Discovery
When Dr. Lara Jehi began treating epilepsy patients in the 2000s, critical surgical decisions were driven more by clinician intuition and expertise than data. Today, she is a leader of IBM and Cleveland Clinic’s Discovery Accelerator, using advanced AI and quantum computing to transform how researchers analyze data, simulate molecules, accelerate drug discovery, and develop more precise treatments. Malcolm Gladwell talks with Dr. Jehi about how quantum computing is changing biomedical research, and what these breakthroughs could mean for the future of healthcare and life sciences.
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Cracking the Medical Code: Why Cleveland Clinic Doctors Love Their Ambience Healthcare AI Scribe
Brendan Fortuner from Ambience Healthcare and Ben Shahshahani from Cleveland Clinic discuss how AI is transforming medical documentation and coding in a healthcare system that spends $1 trillion annually on administrative tasks. They explore Ambience's technical breakthrough using OpenAI's Reinforcement Fine-Tuning to achieve medical coding accuracy that exceeds human doctors by 12 percentage points, including their specialty-by-specialty approach and solutions to reward hacking behavior. The conversation reveals key insights about AI deployment strategy, including how Cleveland Clinic achieved 75% voluntary adoption across 4,000 physicians after requiring just a single use of the AI scribe. This case study demonstrates what it takes to successfully implement AI tools in complex, high-stakes healthcare environments where user skepticism and regulatory requirements create significant deployment challenges.
Sponsors:
Oracle Cloud Infrastructure:
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The AGNTCY:
The AGNTCY is an open-source collective dedicated to building the Internet of Agents, enabling AI agents to communicate and collaborate seamlessly across frameworks. Join a community of engineers focused on high-quality multi-agent software and support the initiative at https://agntcy.org
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CHAPTERS:
(00:00) About the Episode
(04:05) Introduction and Backstory
(05:20) Ambiance Healthcare Overview
(07:53) AI Adoption in Healthcare
(11:11) Documentation Pain Points (Part 1)
(16:11) Sponsors: Oracle Cloud Infrastructure | The AGNTCY
(18:11) Documentation Pain Points (Part 2)
(19:00) Product Architecture Deep Dive
(26:23) Technical Evolution and Specialization (Part 1)
(32:05) Sponsor: NetSuite by Oracle
(33:28) Technical Evolution and Specialization (Part 2)
(33:50) Healthcare Coding Challenges
(48:37) Reinforcement Fine-Tuning Implementation
(58:13) Task Prioritization Framework
(01:08:40) Adoption Strategies Culture
(01:12:12) Cost Lessons Grader Selection
(01:18:33) Future Directions Patient Products
(01:24:53) Closing Thoughts Opportunities
(01:27:58) Outro
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Additional materials: www.superdatascience.com/794
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Additional materials: www.superdatascience.com/790
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