{"type":"rich","version":"1.0","provider_name":"Transistor","provider_url":"https://transistor.fm","author_name":"Disruption Now","title":"Disruption Now Episode 190 | What Is Explainable AI?","html":"<iframe width=\"100%\" height=\"180\" frameborder=\"no\" scrolling=\"no\" seamless src=\"https://share.transistor.fm/e/7bf45931\"></iframe>","width":"100%","height":180,"duration":2921,"description":"Dr. Kelly Cohen is a Professor of Aerospace Engineering at the University of Cincinnati and a leading authority in explainable, certifiable AI systems. With more than 31 years of experience in artificial intelligence, his research focuses on fuzzy logic, safety-critical systems, and responsible AI deployment in aerospace and autonomous environments. His lab’s work has received international recognition, with students earning top global research awards and building real-world AI products used in industry.In this episode 190 of the Disruption Now Podcast, 👩‍🔬 Dr. Cohen explains:What explainable AI really means for cliniciansHow transparent models improve patient safetyStrategies to reduce algorithmic bias in healthcare systemsReal examples of XAI in diagnostics & treatmentThis video is essential for tech leaders, AI researchers, data scientists, clinicians, and anyone interested in ethical, trustworthy AI in medicine.📅 CHAPTERS / TIMESTAMPS00:00 Introduction — Why XAI in Healthcare02:15 Kelly Cohen Bio & Expertise05:40 What Explainable AI Actually Is11:20 Challenges in Medical AI Adoption16:50 Case Study: XAI in Diagnostics22:10 Reducing Bias in ML Models28:35 Regulatory & Ethical Standards33:50 Future of Explainability in Medicine39:25 Audience Q&A Highlights44:55 Final Thoughts & Next Steps💡 Q&A SNIPPETQ: What is explainable AI?A: Explainable AI refers to systems where decisions can be understood, traced, and validated — critical for safety-critical applications like aerospace, healthcare, and autonomous vehicles.Q: Why is black-box AI dangerous?A: Without transparency, errors cannot be audited, responsibility is unclear, and humans become unknowing test subjects.Q: What is insurable AI?A: Insurable AI is AI that has been tested, quantified for risk, and certified to the point where insurers are willing to underwrite it — creating real accountability.🔗 RESOURCES & HANDLESDr. Kelly Cohen LinkedIn:🔗 https://www.linkedin.com/in/kelly-cohen-phdMentioned Concepts:✔...","thumbnail_url":"https://img.transistorcdn.com/rYXh5gWS7tKnmtp0ATN8C8D2lwnEP1DXncmvc5NhYKo/rs:fill:0:0:1/w:400/h:400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS83NTJl/MjQxNDZlY2VkY2Q3/M2EyNWQ1YmU0ZGNh/NjM3Zi5wbmc.webp","thumbnail_width":300,"thumbnail_height":300}