通过ChatGPT识别饮食补充剂与社交媒体相关的影响
Ying Liu1,1, Yu Hou1, Jeremy Yeung1
1University of Minnesota, Twin Cities, MN, USA.
研究人员利用社交媒体数据增强了饮食补充剂与药物相互作用的识别. 聊天GPT提示在关系预测方面获得了0.99 F1分,改善了市场后监测.
科学领域:
- 药物监督 药物监督 药物监督
- 自然语言处理自然语言处理.
- 社交媒体分析
背景情况:
- 识别药物-补充剂相互作用对于公共卫生至关重要.
- 社交媒体平台为药监提供了大量的实时数据.
- 现有的药物-补充剂相互作用数据集是有限的.
研究的目的:
- 通过分析与食补充剂相关的推特来扩大药物-补充剂相互作用数据集 (iDisk).
- 在社交媒体数据中推进关系识别方法.
- 为了完成这个任务,将传统NLP模型的性能与大型语言模型进行比较.
主要方法:
- 从2007年到2022年收集了超过9万条推特.
- 对实体和关系进行注释的1000条推文.
- 采用BioBERT模型和ChatGPT生成的提示来识别实体和关系.
主要成果:
- 对于关系预测,BioBERT 模型获得了 0.90 的 F1 评分.
- 聊天GPT提示达到F1得分为0.99的关系预测.
- 实体类型识别面临挑战,因为类型之间的语义相似性很高.
结论:
- 这项研究显著增强了从社交媒体中识别关系,特别是对于饮食补充剂的使用.
- 将传统的NLP与大型语言模型相结合,显示出对复杂的医疗保健文本分析的前景.
- 该方法提供了改进的市场后监测和公共卫生监测能力.
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