在临床癌症研究中使用大型语言模型
1Dana-Farber Cancer Institute, Boston, MA.
JCO clinical cancer informatics
|May 19, 2025
概括
人工智能 (AI),特别是大型语言模型 (LLM),正在通过实现精确瘤学的可扩展数据分析来彻底改变临床癌症研究. 仔细实施对于应对数据隐私和模型准确性等挑战至关重要.
科学领域:
- 在瘤学瘤学.
- 医疗信息学 医疗信息学
- 人工智能的人工智能
背景情况:
- 人工智能越来越多地被用于临床癌症研究,以推进精确瘤学.
- 已经使用了特定领域的AI模型,但通用大型语言模型 (LLM) 提供了可扩展的数据提取和分析,而不需要广泛的标记数据集.
研究的目的:
- 探索LLMs在临床癌症研究中的应用.
- 确定与在该领域使用LLMs相关的好处和挑战.
主要方法:
- 通过LLM,可以进行可扩展的数据提取和分析.
- 应用包括建立临床-经济数据库,患者试验匹配,以及开发多式模式基础模型.
- 法律学士可以简化研究工作流程,加快临床决策.
主要成果:
- 法律法规促进了各种数据类型 (文本,图像,分子) 的整合.
- LLM支持先进的应用程序,如患者分层和临床试验优化.
- 法律法规提供了自动化文档和提高研究效率的潜力.
结论:
- 士课程为推进癌症研究和精确瘤学提供了重大机会.
- 关键的挑战包括数据隐私,幻觉风险,计算成本和监管障碍.
- 人工智能工具的战略实施对于未来的癌症研究工作至关重要.
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