71% of FDA-Approved AI May Be a Clinical Liability (Here’s Why)
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71% of FDA-Approved AI May Be a Clinical Liability (Here’s Why)
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Summary
When 71% of training data for FDA-approved AI comes from just three states, geographic bias shifts from a technical oversight to a direct clinical liability. To deliver on the promise of value-based care, we must move beyond "clean" academic datasets and integrate the diverse, real-world data that reflects the actual patients we serve.
In this episode, Dr. Junaid Kalia and Dr. Harvey Castro sit down with Dr. Martin Willemink, a radiologist and former Stanford faculty member who transitioned into the entrepreneurial world to solve AI’s most significant bottleneck: data diversity. As a clinician-turned-founder of Segmed, Dr. Willemink provides a systematic look at why "garbage in, garbage out" is a systemic risk to patient safety and how building a more representative data pipeline is the only way to achieve true generalizability in healthcare AI.
What You Will Discover:
- Intro: The Data Bottleneck of Healthcare AI
- Dr. Willemink’s Journey from Stanford faculty to Y Combinator
-Addressing Data Bias in Clinical Models
- The Future of Multimodal AI in Healthcare
- Balancing Data Privacy & Patient Protection
- Synthetic Data in AI Development
- 5 Insights for Solving the Data Problem
Referenced in the show:
🖇️ "Geographic Distribution of US Cohorts Used to Train Deep Learning Algorithms" – https://pmc.ncbi.nlm.nih.gov/articles/PMC7509620/
Connect with us:
Dr. Junaid Kalia, Neurocritical Care Specialist and Founder of Savelife.AI™
💼LinkedIn - https://www.linkedin.com/in/junaidkaliamd
🔗Website - https://www.junaidkalia.com/
📹YouTube - https://www.youtube.com/@junaidkaliamd
Dr. Harvey Castro, ER Physician, #DrGPT™
💼LinkedIn - https://www.linkedin.com/in/harveycastromd/
🔗Website - https://www.harveycastromd.com/
📷Instagram - https://www.instagram.com/harveycastromd/?hl=en
📑 Substack - https://harveycastromd.substack.com/
Edward Marx, CEO, Advisor
💼LinkedIn - https://www.linkedin.com/in/edwardmarx/
🔗Website - https://www.marxadvisory.com/
📹YouTube - https://www.youtube.com/@EdwardMarx
Special Guest:
Martin Willemink, MD, PhD, FSCCT, Co-founder & Chief Scientific Officer at Segmed
💼LinkedIn - http://linkedin.com/in/martin-willemink
Visit our website:
https://signalandsymptoms.com/
Get advisory insights about Healthcare AI — at zero cost:
https://junaidkaliamd.substack.com/