AI Trust Issues, Challenges, and Multimodal Insights in Pathology with Hamid R. Tizhoosh скачать в хорошем качестве

AI Trust Issues, Challenges, and Multimodal Insights in Pathology with Hamid R. Tizhoosh

Join us for an engaging discussion with Hamid R. Tizhoosh, Professor of Biomedical Informatics at the Mayo Clinic, as we explore the evolving role of AI in pathology and healthcare. From foundational models to the concept of graceful failure in AI diagnostics, this episode dives into the opportunities and challenges of implementing AI systems in medical practice. Disclaimer: The views and opinions expressed in this video are solely those of the interviewee and do not represent or reflect the views, policies, or positions of any organization, institution, or employer with which they are affiliated. The interviewee is speaking in their personal and professional capacity. ✨ Key Highlights: The importance of trust and explainability in medical AI. Exploring graceful failure and its role in AI diagnostics. Limitations of foundational models and their impact on pathology. Challenges in building multimodal AI systems for healthcare. The necessity of evidence-based AI for clinical implementation. ⏳Timestamps: 00:00 - Highlight 1:00 - Disclaimer 1:24 - Introduction 2:12 - Who is Dr. Hamid? 2:41 - Why did Dr. Hamid switch to Pathology? 4:08 - What are the key barriers to widespread adoption in the real world? 7:51 - What is an example of graceful failure of an AI algorithm that is used for diagnostics? 10:25 - What can't we back up? 14:08 - What are we doing about the negaative results in AI algorithm? 20:32 - What is the applicability and usability of the AI algorithm? 22:22 - Where do you use AI as leverage? 26:27 - When do you think it will become applicable? 31:10 - How does that play into explainability, the incorporation of text, and multimodality? 52:09 - How can we prevent dishonesty among pathologist researchers, rather than simply relying on their honesty? 1:07:19 - How difficult is it to propagate this change? 1:09:38 - Would this be helpful for RAG or do we still need repositories? 1:12:30 - Do you need it to be generalizable? is that a problem? 1:23:04 - In the near future, how do you see small institutions being empowered? 1:29:15 - What good signs do you see with leveraging what we already have? 1:33:14 - Could patients drive the digitization of pathology images by requesting their tissue images be digitized? 📙 Resources Mentioned: Foundation Models and Information Retrieval in Digital Pathology (Paper)- https://arxiv.org/abs/2403.12090 Foundation Models and Information Retrieval in Digital Pathology (Video) -    • Foundation Models and Information Retrieva...   📺 WATCH NEXT: Direct-to-digital imaging for remote and underserved areas | Interview with Matthew Nuñez -    • Видео   📄SHOW NOTES & TRANSCRIPT Visit the website for the transcript and show notes - https://digitalpathologyplace.com/pod... 🙏 LEAVE A REVIEW If you enjoyed listening to the podcast, please like and comment down below what you found most interesting. Don’t forget to subscribe for more insightful episodes! 📙FREE RESOURCES FOR DIGITAL PATHOLOGY TRAILBLAZERS: https://digitalpathology.club/digital... This is hands down the BEST place to start when it comes to digital pathology, which will bring you up to speed or structure your current knowledge and launch your expertise. Don't miss it! NEXT-TIER RESOURCES FOR DIGITAL PATHOLOGY TRAILBLAZERS: 📘Digital Pathology 101 E-book! - https://digitalpathology.club/digital... 💻 Pathology 101 for non-pathologists (within the Digital Pathology Club) - https://digitalpathology.club/dp-club... 📩 Free Weekly Pathology Insights - Digital Pathology Newsletter - https://digitalpathologyplace.com/con... 🔬 Starting in tissue image analysis? - https://digitalpathology.club/dp-club... MY FAVORITE TOOLS & GEAR: 📱 My microscopic photography phone case - http://skopedmicro.com/1625068689/dig... 📷 My microscope camera (It's amazing!!!) - https://imillermicroscopes.com/pages/... 📹 My DJI Osmo Pocket 3 - https://amzn.to/3R1b1Bz 📕 'Histology: A Text and Atlas' book by Wojciech Pawlina: https://amzn.to/3UYdKge 📙 Digital Pathology 101 - https://amzn.to/3yKjVgk 🔗 CONNECT WITH ALEKS: 🌎 Website - https://digitalpathologyplace.com/ 📸 Instagram:   / digital_pathology_place   🎥 FB -   / digitalpathologyplace   👨‍💻 LinkedIn -   / aleksandra-zuraw-dvm-phd-dacvp   📱 TikTok -   / digitalpathology   🐦 Twitter - https://twitter.com/olkazuraw?lang=en #️⃣ Related Tags: ai in pathology, medical ai explainability, multimodal ai systems in medicine, ai for clinical decision-making, Evidence-based AI in pathology, challenges in ai diagnostics adoption, Digital pathology innovations, foundational models and their role in healthcare ai, medical ai explainability, ai in pathology, foundational models in healthcare ai, multimodal ai systems in medicine, digital pathology place, aleksandra zuraw