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Oscar Health联合创始人:大模型经验,AI将如何影响医疗行业

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本文来自Vital Signs with Jacob Effron and Nikhil Krishnan

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Summary:

Oscar Health是一家市值 40 亿美元的上市医疗科技公司,为近 100 万会员提供医疗保险。Oscar Health是采用AI技术的先驱,不断开发新的医疗AI相关应用。本期节目采访了Oscar Health联合创始人、前CEO、现任技术总裁Mario Schlosser,讨论了AI在医疗领域的最大影响、GPT-4 在医疗领域应用的局限性,以及为啥现在还没真正AI机器人医生。



Highlights:

  • AI can enhance administrative healthcare processes by streamlining tasks, bridging communication gaps, and providing clarity.
  • AI has the potential to revolutionize clinical care by reducing costs, replacing specialists, and enhancing patient engagement.
  • Implementing AI in healthcare requires careful consideration of ethical and safety issues to mitigate potential risks.
  • Healthcare organizations must balance the potential benefits of AI with regulatory challenges and technical limitations.
  • Investing in AI education and building trust with potential customers is essential for successful adoption in healthcare.
  • What we realized there is that the biggest difference between the LLM written summaries and the human written summaries is that the human written summaries contain subtle contextual knowledge that the LLM cannot possibly have had.
  • One of the reasons why I originally started Oscar because I thought it is just so juicy and interesting to be able to be an insurance company and try to affect these financial outcomes.
  • And one of the things that we put in there, and I was excited about how excited everybody else was about this, is a lot of positivity around AI solutions. And really saying AI and generative AI in particular can democratize analytics in an organization, you know, more people can use it.
  • This is really systems design. It's almost like less about the prompts, I would say. It's more about the as you yourself said, how you chain them together. What's the first call? What's the second call? What's the third call? That stuff I think is the most powerful and there's a good amount of So I think the idea of prompting GPT-4 to generate its own way of looking at the medical records in the literature would be sort of in this self-consistency area.
  • Doctors are probably the most The most computerized profession we have in some sense, not just computerized because they use computers, but their brains are the most computerized.
  • And now, as you said, these individual coverage HRAs, the ICRA opportunity, There is nothing bigger in healthcare in the last, I think, 40 years than this thing because I really think that will be the thing that will make the employer markets, which is 150 million Americans, completely migrate over into the individual markets.

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