多语言虚拟医疗助理
Geetika Munjal1, Piyush Agarwal1, Lakshay Goyal1
1Amity School of Engineering and Technology Noida India.
Health care science
|August 27, 2025
概括
这项研究介绍了使用变压器模型的虚拟医疗助理,以提供卓越的多语言支持和疾病预测. 变压器模型实现了85%的准确性,优于LSTM模型,提高了医疗保健的可访问性.
科学领域:
- 医疗保健中的人工智能
- 用于医疗应用的自然语言处理
- 计算语言学
背景情况:
- 传统的医疗保健助理在多语言支持和复杂的用户输入方面扎.
- 长期短期记忆 (LSTM) 模型面临的挑战是顺序数据的长距离依赖性.
- 需要先进的模型,能够在不同的语言背景下进行细微的理解.
研究的目的:
- 提出一个虚拟医疗助理框架,
- 加强多语言支持,以提供高效准确的医疗保健服务.
- 通过先进的人工智能改进疾病诊断和预测.
主要方法:
- 使用变压器模型处理复杂的多语言用户输入.
- 使用自我注意机制进行并行处理和上下文理解.
- 与长期短期存储器 (LSTM) 模型进行性能比较.
主要成果:
- 变压器模型实现了85%的准确性,明显超过LSTM的65%的准确性.
- 在多语言翻译方面表现优异 (例如,英语到法语:0.7 BLEU).
- 基于对人口的症状分析,实现了超过85%的疾病预测准确度.
结论:
- 转换器架构为多语言的虚拟医疗助理提供了显著的优势.
- 建议的系统提供了精确的疾病诊断和预测,并增强了背景理解.
- 虚拟助理有效地支持用户使用他们喜欢的语言来改善医疗保健.
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