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聊天GPT和临床决策支持:范围,应用和限制

Jannatul Ferdush1, Mahbuba Begum2, Sakib Tanvir Hossain3

  • 1Department of Computer Science and Engineering, Jashore University of Science and Technology, Jashore, 7408, Bangladesh. jannatulferdush@just.edu.bd.

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概括

本研究探讨了人工智能语言模型ChatGPT如何为医疗保健专业人员提供临床决策支持. 它强调了诊断和治疗的好处,同时解决了诸如偏见和需要人类监督等局限性问题.

关键词:
这是偏见的偏见.在CDS中,CDS是指CDS.聊天GPT 聊天 在GPT 聊天伦理学 伦理学 伦理学

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科学领域:

  • 人工智能在医学中的应用
  • 临床决策支持系统 临床决策支持系统
  • 医疗保健信息学 医疗保健信息学

背景情况:

  • 人工智能 (AI) 语言模型越来越多地被用于医疗保健应用.
  • 临床决策支持 (CDS) 系统旨在加强医疗保健专业人员的决策过程.
  • 聊天GPT,一个著名的AI语言模型,呈现了整合到CDS的潜力.

研究的目的:

  • 检查ChatGPT在临床决策支持中的范围,应用和局限性.
  • 用患者数据分析ChatGPT如何帮助诊断和治疗规划.
  • 为未来人工智能驱动的CDS系统提出一个框架.

主要方法:

  • 分析ChatGPT在处理患者数据以提供基于证据的建议方面的能力.
  • 在模拟或真实的临床场景中评估ChatGPT的性能.
  • 对AI在临床决策支持方面的现有文献的审查.

主要成果:

  • 聊天GPT在分析患者数据和生成基于证据的诊断和治疗规划建议方面显示出潜力.
  • 确定的局限性包括潜在的偏见,缺乏深层次的上下文理解,以及对人类监督的关键需求.
  • 建议为未来的集成AI的CDS系统提供一个框架.

结论:

  • 医疗保健专业人员可以利用ChatGPT进行知情决策,但意识到其局限性至关重要.
  • 负责任的实施需要解决偏见,并确保人类监督准确的临床决策.
  • 进一步的研究对于建立保障措施和了解人工智能在医疗保健环境中的全部影响至关重要.