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The Dangers and Delights of AI search and "The Pitt"

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Manage episode 474462662 series 3620521
Content provided by Mel Herbert for FoolyBoo Inc. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Mel Herbert for FoolyBoo Inc or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

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We're exploring the integration of AI search within Corpendium and discussing the delicate balance between powerful search capabilities and maintaining medical accuracy. Our team dives deep into the technical challenges and ethical considerations of implementing AI in a trusted medical reference platform.
• AI search struggles with staying confined to just Corpendium's content despite explicit instructions
• RAG (Retrieval Augmented Generation) allows AI to search internal databases while maintaining natural language understanding
• The tension between sensitivity and specificity mirrors clinical decision-making in emergency medicine
• Vector space embeddings help AI understand semantic relationships between medical terms beyond simple keyword matching
• Citations and references are crucial for verifying AI-generated information against human-authored content
• Traditional search still has value, especially in offline modes where large language models aren't available
• Expert human judgment remains essential as AI can make dangerous mistakes despite sounding authoritative
• Editorial teams benefit from AI by automating formatting tasks while focusing human expertise on clinical content
• The system will launch in beta with user feedback mechanisms to continuously improve accuracy
• AI is most valuable as a tool for experts rather than a replacement for medical education and training
AI doesn't replace the learning that medical professionals go through. It's exceptionally helpful in the hands of experts, but always scrutinize what it tells you.
Support the show

  continue reading

Chapters

1. The Dangers and Delights of AI search and "The Pitt" (00:00:00)

2. Introduction and The Pit Series Update (00:00:12)

3. AI Search in Corpendium Overview (00:02:28)

4. LLM Limitations and Challenges (00:04:05)

5. Technical Explanation of RAG (00:07:10)

6. Citation and Reference Systems (00:10:32)

7. AI vs. Traditional Search Methods (00:15:33)

8. Safety Concerns and Beta Release (00:20:11)

9. Multiple Platform Search Challenges (00:24:31)

10. User Feedback and Final Thoughts (00:27:15)

13 episodes

Artwork
iconShare
 
Manage episode 474462662 series 3620521
Content provided by Mel Herbert for FoolyBoo Inc. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Mel Herbert for FoolyBoo Inc or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

Send us a text

We're exploring the integration of AI search within Corpendium and discussing the delicate balance between powerful search capabilities and maintaining medical accuracy. Our team dives deep into the technical challenges and ethical considerations of implementing AI in a trusted medical reference platform.
• AI search struggles with staying confined to just Corpendium's content despite explicit instructions
• RAG (Retrieval Augmented Generation) allows AI to search internal databases while maintaining natural language understanding
• The tension between sensitivity and specificity mirrors clinical decision-making in emergency medicine
• Vector space embeddings help AI understand semantic relationships between medical terms beyond simple keyword matching
• Citations and references are crucial for verifying AI-generated information against human-authored content
• Traditional search still has value, especially in offline modes where large language models aren't available
• Expert human judgment remains essential as AI can make dangerous mistakes despite sounding authoritative
• Editorial teams benefit from AI by automating formatting tasks while focusing human expertise on clinical content
• The system will launch in beta with user feedback mechanisms to continuously improve accuracy
• AI is most valuable as a tool for experts rather than a replacement for medical education and training
AI doesn't replace the learning that medical professionals go through. It's exceptionally helpful in the hands of experts, but always scrutinize what it tells you.
Support the show

  continue reading

Chapters

1. The Dangers and Delights of AI search and "The Pitt" (00:00:00)

2. Introduction and The Pit Series Update (00:00:12)

3. AI Search in Corpendium Overview (00:02:28)

4. LLM Limitations and Challenges (00:04:05)

5. Technical Explanation of RAG (00:07:10)

6. Citation and Reference Systems (00:10:32)

7. AI vs. Traditional Search Methods (00:15:33)

8. Safety Concerns and Beta Release (00:20:11)

9. Multiple Platform Search Challenges (00:24:31)

10. User Feedback and Final Thoughts (00:27:15)

13 episodes

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