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Google's new LLM doctor is right way more often than a real doctor

Jan 20, 2024 - notes.aimodels.fyi
Researchers at Google have developed an AI system, based on conversational large language models (LLMs), that could assist physicians in generating differential diagnoses. The system, called Articulate Medical Intelligence Explorer (AMIE), was tested on complex case reports from the New England Journal of Medicine and was able to include the final confirmed diagnosis in the top 10 possibilities in 59% of cases, outperforming experienced doctors who achieved this only 34% of the time.

The researchers also tested AMIE's ability to assist physicians interactively. When doctors had access to AMIE, they were able to include the correct diagnosis in their lists 52% of the time, compared to only 36% when using online search tools. Despite these promising results, the authors note that rigorous real-world testing is still needed before the system can be used in healthcare settings.

Key takeaways:

  • Researchers at Google have developed an AI system based on conversational large language models (LLMs) that can aid physicians in generating differential diagnoses, a task that can be challenging even for experienced doctors.
  • The AI system, called Articulate Medical Intelligence Explorer (AMIE), was tested on complex real-world case reports and outperformed experienced board-certified physicians, including the correct diagnosis in the top 10 possibilities 59% of the time compared to the doctors' 34%.
  • When used as an interactive assistant to physicians, AMIE improved the doctors' diagnostic accuracy from 36% to 52% compared to using online search tools and medical resources.
  • Despite the promising results, the authors note that rigorous real-world testing is still needed before the system can be used in healthcare settings, with considerations around system safety, fairness, and transparency being paramount.
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