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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MHE健康服务,用于儿童哮喘管理

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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:广泛采用智能手机和低成本传感器的可用性导致了生理,环境和公共卫生通知的无缝和持续监测。然而,只有在患者上下文中处理复杂的多用户统计学和多模式数据时,个性化数字健康和患者授权才能成为现实。患者数据的上下文处理以及个性化的医学知识可以导致可操作的信息,以便更好,及时的决策。我们提出了一个称为KHealth的系统,能够从传感器(被动感测)聚集多句号和多语级数据,并从哮喘患者答案答案(活性感测)。我们展示了我们的初步数据分析,包括从真正患者收集的数据,突出了部署此类应用程序的挑战。结果表明,使用来自主动和被动传感器的生理指标的组合来衍生可行的信息,这些信息可以帮助医生更精确地确定哮喘的原因,严重程度和控制水平。从KHealth合成的信息可用于提醒患者和护理人员寻求及时临床援助,以更好地管理哮喘,提高他们的生活质量。

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