使用ChatGPT为癌症患者开发人工智能生成的医疗反应
Jae-Woo Lee1, In-Sang Yoo2, Ji-Hye Kim3
1Department of Family Medicine, Chungbuk National University Hospital, Cheongju, Republic of Korea; Department of Family Medicine, Chungbuk National University College of Medicine, Cheongju, Republic of Korea.
Computer methods and programs in biomedicine
|July 12, 2024
概括
一个新的人工智能引导的医疗保健聊天机器人为患者提供准确的实时癌症信息. 这种先进的工具使用了大型语言模型和综合癌症指南,以提供可靠的患者支持.
科学领域:
- 医疗保健中的人工智能
- 医疗信息学 医疗信息学
- 自然语言处理自然语言处理.
背景情况:
- 开发一种新的人工智能引导的聊天机器人服务,用于实时患者交互.
- 专注于通过对话式人工智能提供准确的健康信息.
研究的目的:
- 创建一个医疗保健聊天机器人,使用大型语言模型进行患者咨询.
- 为癌症患者提供准确和专业的医疗反应.
主要方法:
- 将来自癌症实践指南的117万个令牌集成到元数据集中.
- 使用Python 3.9,OpenAI和LangChain框架进行实现.
- 基于ChatGPT (GPT-3.5) 的语言模型的开发,用于用户友好的对话.
主要成果:
- 人工智能引导机器人支持用户选择癌症类型和语言.
- 该系统旨在扩展到多种主要癌症类型.
- 在响应准确度方面获得了90.98±4.02的高性能得分.
结论:
- 人工智能引导机器人有效地向癌症患者提供快速准确的医疗信息.
- 提高患者获得有关其病情的可靠健康信息的机会.
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