RTPhy-ChatBot:使用LLaMA3和AAPM报告的RAG基于辐射疗法物理的智能助理
Shuoyang Wei1, Ankang Hu2,3, Zhiqun Wang1
1Department of Radiation Oncology, Peking Union Medical College Hospital, Beijing, China.
Journal of applied clinical medical physics
|October 9, 2025
概括
放射治疗物理学的AI助理RTPhy-ChatBot提供了基于AAPM出版物的准确答案. 该工具通过增强知识获取和临床决策来支持医学物理学家.
科学领域:
- 医学物理 医学物理
- 辐射疗法 辐射疗法
- 人工智能的人工智能
背景情况:
- 医学物理学在放射治疗中至关重要,由于技术的快速进步,它面临着挑战.
- 医学物理学家需要有效的信息整合来做出决策.
研究的目的:
- 开发了RTPhy-ChatBot,它是放射治疗物理学的智能助理.
- 旨在为医学物理学家的日常任务创建可靠的工具.
主要方法:
- 来自美国医学物理学家协会 (AAPM) 出版物的构建知识库.
- 使用bge-base-en-v1.5进行嵌入和Meta-LLaMA3-8B-Instruct进行响应生成.
- 将性能与商业LLM进行比较,并评估零射击CoT推理.
主要成果:
- 在放射治疗物理问题中,RTPhy-ChatBot表现强,得分为4.0 ± 0.9.
- 获得了与商业LLM如Gemini和GPT-4o相似的分数.
- 在质量保证标准问题上表现出色,红色分数与商业法学士相匹配.
结论:
- RTPhy-ChatBot是放射治疗物理学的有效助手,提供准确,参考答案.
- 在特定领域的任务中超越或匹配商业LLM.
- 突出了临床工作流程中专门的人工智能助理的潜力.
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