medspacyV:开源的medspaCy自然语言处理软件的图形用户界面
Bharath Velamala1,2,3, Elham Sagheb Hossein Pour1, Michael Lin2
1Department of Artificial Intelligence and Informatics, Mayo Clinic, Rochester, MN, 55905, United States.
JAMIA open
|August 27, 2025
概括
medspacyV是一个新的工具, 允许技术技能有限的用户进行生物医学自然语言处理 (NLP). 这种用户友好的界面简化了研究人员和医疗保健专业人员的复杂NLP任务.
科学领域:
- 生物医学信息学
- 计算语言学
背景情况:
- 生物医学自然语言处理 (NLP) 通常需要大量的技术专业知识.
- 需要可访问的工具来促进医疗保健研究中的NLP.
研究的目的:
- 为生物医学NLP任务开发一个用户友好的界面.
- 让技术背景较低的用户能够进行NLP.
主要方法:
- 使用Python的tkinter库和MVC设计模式开发medspacyV.
- 整合了基于规则的管道,用于句子分割,部分细分,概念识别和否定检测.
- 设计了一个用于项目配置,规则执行和输出管理的接口.
主要成果:
- 主要窗口允许用户配置项目,执行NLP规则,并保存输出.
- 一个独立的注释查看器可以检查NLP结果.
- 基于规则的方法对于各种NLP用例来说已经足够了.
结论:
- 对于NLP项目, medspacyV提供了可控性,可解释性和经济性.
- 该计划是公开提供支持医疗保健专业人员和研究人员在他们的NLP努力.
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