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DOCSF 2023: DOCSF SCIENCE - LLMs & AI Chatbots

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Manage episode 370900154 series 2598190
Content provided by Digital Orthopaedics Conference (DOCSF). All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Digital Orthopaedics Conference (DOCSF) 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://ro.player.fm/legal.

AI and Machine Learning are revolutionizing healthcare.

In this episode, we explore three papers that demonstrate the application of these cutting-edge tools in healthcare, hosted by Fabrizio Billi, Ph.D. (UCLA) with Panelists: Gavin Pereira, MD (UC Davis Health), Thomas Peterson, Ph.D. (UCSF), and Alan Young, MD(McKinsey & Company).

The first paper focuses on the use of machine learning and autonomous actions for surgical decision-making. It highlights the potential benefits, including reduced clinician burden and automated processes. However, the paper also acknowledges the challenges of developing AI models, such as addressing bias. The other two papers center around chatbots in healthcare. One evaluates the successful performance of ChatGPT in responding to mental health vignettes, while the other automates a chatbot for patient-provider communication. However, one paper reveals that the chatbot falls short and was found to address less than one-third of patient questions, emphasizing the need for improvement in its capabilities.

While AI and Machine Learning offer great potential benefits for healthcare, it's crucial to recognize their limitations and the ongoing need for further development and refinement. Discover the evolving landscape of AI and Machine Learning in healthcare in this episode!

  continue reading

145 episoade

Artwork
iconDistribuie
 
Manage episode 370900154 series 2598190
Content provided by Digital Orthopaedics Conference (DOCSF). All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Digital Orthopaedics Conference (DOCSF) 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://ro.player.fm/legal.

AI and Machine Learning are revolutionizing healthcare.

In this episode, we explore three papers that demonstrate the application of these cutting-edge tools in healthcare, hosted by Fabrizio Billi, Ph.D. (UCLA) with Panelists: Gavin Pereira, MD (UC Davis Health), Thomas Peterson, Ph.D. (UCSF), and Alan Young, MD(McKinsey & Company).

The first paper focuses on the use of machine learning and autonomous actions for surgical decision-making. It highlights the potential benefits, including reduced clinician burden and automated processes. However, the paper also acknowledges the challenges of developing AI models, such as addressing bias. The other two papers center around chatbots in healthcare. One evaluates the successful performance of ChatGPT in responding to mental health vignettes, while the other automates a chatbot for patient-provider communication. However, one paper reveals that the chatbot falls short and was found to address less than one-third of patient questions, emphasizing the need for improvement in its capabilities.

While AI and Machine Learning offer great potential benefits for healthcare, it's crucial to recognize their limitations and the ongoing need for further development and refinement. Discover the evolving landscape of AI and Machine Learning in healthcare in this episode!

  continue reading

145 episoade

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