MedLingua:一个多语言医疗对话代理的概念框架
Galib Muhammad Shahriar Himel1,2, Md Shourov Hasan1, Umme Sadia Salsabil1
1Department of Computer Science, American International University-Bangladesh, Dhaka, Bangladesh.
MethodsX
|March 5, 2024
概括
本研究介绍了一种混合人工智能模型,用于多语言医疗聊天机器人,增强医疗保健沟通. 这种先进的系统克服了语言障碍,改善了全球获得医疗咨询的机会.
科学领域:
- 医疗保健中的人工智能
- 自然语言处理自然语言处理.
- 医疗信息学 医疗信息学
背景情况:
- 现有的医疗聊天机器人在处理多种语言和复杂的健康查询方面存在局限性.
- 有效的医疗保健沟通至关重要,但经常受到语言障碍的阻碍,特别是在全球和农村环境中.
研究的目的:
- 为先进的医疗聊天机器人引入混合AI模型.
- 提高对用户健康相关查询的答复的准确性和及时性.
- 克服以前医疗聊天机器人的局限性,特别是在多语言支持方面.
主要方法:
- 开发一种混合机器学习 (ML) 模型.
- 综合双重投票方法 (P-Stemmer和NLTK-Stemmer) 对于西米语和非西米语的语言.
- 包括用于多语言诊断的自动翻译模块.
- 应用Scrum方法论用于敏捷开发.
主要成果:
- 拟议的模型有效地解决了医疗保健的沟通挑战.
- 双声处理方法增强了不同语言背景的语言处理能力.
- 自动翻译模块可提供无的多语言诊断体验.
- 该系统优先考虑关键医疗信息分析,包括症状和处方.
结论:
- 智能,多语言聊天机器人提高了医疗保健服务的有效性和可用性.
- 这项技术消除了语言障碍,扩大了医疗保健的进入服务不足的地区.
- 混合模型代表了智能医疗援助和聊天机器人准确性的重大进步.
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