我的糖尿病护理:一种基于人工智能的移动应用程序,用于2型糖尿病自我管理的对话代理
T Ummal Sariba Begum1, R Renuga Devi1, Divya Haridas2
1Department of Computer Science and Application, Faculties of Science and Humanities, SRM Institute of Science and Technology, Ramapuram Campus, Chennai, India.
Scientific reports
|November 17, 2025
概括
这项研究表明,人工智能驱动的移动应用程序"我的糖尿病护理与Dia-vera"有效地支持巴基斯坦农村地区的糖尿病自我管理. 它改善了药物坚持,身体活动,并降低了HbA1c水平.
科学领域:
- 数字健康数字健康
- 医疗保健中的人工智能
- 糖尿病 自主管理 糖尿病 自主管理
背景情况:
- 糖尿病是一种慢性,无法治愈的疾病,需要终身治疗.
- 通过教育和自我管理来赋予患者权力,对于预防疾病进展至关重要.
- 移动健康应用程序为可访问的糖尿病支持提供了潜力.
研究的目的:
- 评估My Diabetes Care移动应用程序的有效性,其中包括一个AI对话代理 (Dia-vera),用于糖尿病自我管理.
- 评估应用程序对违规行为,久坐的生活方式和HbA1c水平的影响.
- 探索可解释的人工智能与糖尿病护理的对话代理的整合.
主要方法:
- 一项涉及来自巴基斯坦农村卫生诊所的200名参与者的研究.
- 利用了具有可解释性特征的人工智能模型 (人工神经网络).
- 通过系统可用性尺度分析了用户-聊天机器人对话和参与者的反.
主要成果:
- 人工智能模型实现了高精度 (98%的训练,95%的测试).
- 迪亚维拉成功回答了88.86%的用户查询.
- 参与者表现出更好的药物坚持,增加了体力活动,并降低了HbA1c水平.
结论:
- 可解释的人工智能和对话代理提供了一个用户友好的,科学支持的方法,用于糖尿病自我管理援助,特别是在服务不足的地区.
- 我的糖尿病护理应用程序展示了一个可复制的框架,用于开发智能,可解释的数字健康干预措施.
- 这项研究强调了数字工具在促进慢性疾病管理的积极健康行为方面的治疗意义.
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