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Knowledge-Driven Personalized Contextual mHealth Service for Asthma Management in Children

机译:知识驱动的个性化上下文移动医疗服务,用于儿童哮喘管理

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摘要

Wide adoption of smartphones and availability of low-cost sensors has resulted in seamless and continuous monitoring of physiology, environment, and public health notifications. However, personalized digital health and patient empowerment can become a reality only if the complex multisensory and multimodal data is processed within the patient context. Contextual processing of patient data along with personalized medical knowledge can lead to actionable information for better and timely decisions. We present a system called kHealth capable of aggregating multisensory and multimodal data from sensors (passive sensing) and answers to questionnaire (active sensing) from patients with asthma. We present our preliminary data analysis comprising data collected from real patients highlighting the challenges in deploying such an application. The results show strong promise to derive actionable information using a combination of physiological indicators from active and passive sensors that can help doctors determine more precisely the cause, severity, and control level of asthma. Information synthesized from kHealth can be used to alert patients and caregivers for seeking timely clinical assistance to better manage asthma and improve their quality of life.
机译:智能手机的广泛采用和低成本传感器的可用性,导致了对生理,环境和公共卫生通知的无缝连续监控。但是,只有在患者上下文中处理复杂的多感觉和多模式数据时,个性化的数字健康和患者授权才能成为现实。对患者数据的上下文处理以及个性化的医学知识可以带来可操作的信息,以便更好,及时地做出决定。我们提出了一个名为kHealth的系统,该系统能够汇总来自传感器的多感官和多模式数据(被动感测)以及来自哮喘患者的问卷调查表(主动感测)的答案。我们介绍了我们的初步数据分析,其中包括从实际患者那里收集的数据,突出了部署此类应用程序所面临的挑战。结果表明,使用主动和被动传感器的生理指标相结合,可获得可操作的信息的强大前景,可帮助医生更准确地确定哮喘的病因,严重程度和控制水平。由kHealth合成的信息可用于提醒患者和护理人员寻求及时的临床帮助,以更好地控制哮喘并改善其生活质量。

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