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Longitudinal Healthcare Data Management Platform of Healthcare IoT Devices for Personalized Services

机译:用于个性化服务的医疗物联网设备的纵向医疗数据管理平台

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Recently, many studies have been conducted on how to manage and analyze various types of health data such as clinical data, genomic data, and wirelessly collected multiple sensory data. In this paper, we propose a web-based healthcare data integration and management platform that collects heterogeneous types of health-related medical record as well as real-time lifelogging data. This platform provides flexible architecture to different types of data exchanges. The platform manages real-time data such as heart rate, blood pressure, and activity information extracted from various healthcare devices and provides functions to transmit them to the server. Then it analyses the risk based on a domain knowledge and individual differences by applying machine learning tools, then visualizes the result to the patient and doctor dynamically based on information simplification method. It also controls the data access authority concerning the level of expertise and role. For evaluation of integrated data analysis, we apply open database and evaluate the proposed risk analyser result. The proposed platform could be utilized for future healthcare service to share accumulated healthcare data in various situations.
机译:最近,已经进行了许多有关如何管理和分析各种类型的健康数据(例如临床数据,基因组数据和无线收集的多个感官数据)的研究。在本文中,我们提出了一个基于Web的医疗数据集成和管理平台,该平台可收集与健康相关的医疗记录以及实时生命日志数据的异构类型。该平台为不同类型的数据交换提供了灵活的体系结构。该平台管理从各种医疗设备提取的实时数据,例如心率,血压和活动信息,并提供将其传输到服务器的功能。然后通过应用机器学习工具,基于领域知识和个体差异分析风险,然后基于信息简化方法将结果可视化地动态呈现给患者和医生。它还控制有关专业知识和角色级别的数据访问权限。为了评估集成数据分析,我们使用开放数据库并评估建议的风险分析器结果。所提议的平台可以用于将来的医疗保健服务,以在各种情况下共享累积的医疗保健数据。

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