一个融合架构,提供多用途的移动医疗服务
Ana González Bermúdez1, David Carramiñana1, Ana M Bernardos1
1Information Processing and Telecommunications Center, Universidad Politécnica de Madrid, Spain.
Computers in biology and medicine
|April 4, 2024
概括
本研究介绍了移动健康 (mHealth) 服务的统一数据融合架构. 它标准化了常见的功能,通过可重复使用的组件实现更快的部署和改善患者护理.
科学领域:
- 医疗信息学 医疗信息学
- 软件工程 软件工程 软件工程
- 数据科学数据科学数据科学
背景情况:
- 移动健康 (mHealth) 服务经常受到分散的,定制的软件架构的影响,阻碍了互操作性和重用.
- 尽管应用程序多样化,但许多mHealth服务具有共同的功能,可以从标准化中受益.
研究的目的:
- 为移动医疗服务提出一个新的数据融合架构,以解决分散性和促进兼容性.
- 为加速移动健康解决方案的开发和部署提供一个共同的设计框架.
主要方法:
- 基于对mHealth功能和联合实验室主任 (JDL) 数据融合模型的详尽映射开发了一个架构.
- 在相互连接的融合层中使用微服务,以简化数据管理,适应特定的医疗保健需求.
- 从智能手机和物联网设备采集集成的多源数据采集,并与支持人工智能的功能融合.
主要成果:
- 拟议的架构通过分层微服务方法有效地集成各种数据源和功能.
- 在四个不同的用例中证明了适用性:青少年心理健康风险评估,远程SARS-CoV-2患者监测,脏疾病液体摄入控制和腹腔透析支持.
- 验证了架构在加速移动健康服务设计和实施方面的潜力.
结论:
- 数据融合架构为开发各种移动健康服务提供了标准化,灵活的框架.
- 这种方法提高了兼容性,促进了组件的重复使用,并支持有效的数据管理,以改善医疗保健服务.
- 该架构作为一个有价值的指导框架,可以加速下一代移动健康应用程序的设计和部署.
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