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首页> 外文期刊>Frontiers in Neuroscience >Combining Mobile Crowdsensing and Ecological Momentary Assessments in the Healthcare Domain
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Combining Mobile Crowdsensing and Ecological Momentary Assessments in the Healthcare Domain

机译:在医疗领域结合移动人群和生态瞬间评估

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The increasing prevalence of smart mobile devices (e.g., smartphones) enables the combined use of mobile crowdsensing (MCS) and ecological momentary assessments (EMA) in the healthcare domain. By correlating qualitative longitudinal and ecologically valid EMA assessment data sets with sensor measurements in mobile apps, new valuable insights about patients (e.g., humans who suffer from chronic diseases) can be gained. However, there are numerous conceptual, architectural and technical, as well as legal challenges when implementing a respective software solution. Therefore, the work at hand (1) identifies these challenges, (2) derives respective recommendations, and (3) proposes a reference architecture for a MCS-EMA-platform addressing the defined recommendations. The required insights to propose the reference architecture were gained in several large-scale mHealth crowdsensing studies running for many years and different healthcare questions. To mention only two examples, we are running crowdsensing studies on questions for the tinnitus chronic disorder or psychological stress. We consider the proposed reference architecture and the identified challenges and recommendations as a contribution in two respects. First, they enable other researchers to align our practical studies with a baseline setting that can satisfy the variously revealed insights. Second, they are a proper basis to better compare data that was gathered using MCS and EMA. In addition, the combined use of MCS and EMA increasingly requires suitable architectures and associated digital solutions for the healthcare domain.
机译:智能移动设备(例如,智能手机)的越来越普遍能够在医疗领域中组合使用移动人群(MCS)和生态瞬间评估(EMA)。通过在移动应用中的传感器测量中与传感器测量相关的定性纵向和生态有效的EMA评估数据集,可以获得关于患者的新有价值的见解(例如,患有慢性疾病的人类)。然而,在实施各个软件解决方案时,存在许多概念,建筑和技术,以及法律挑战。因此,手工(1)的作品识别这些挑战,(2)导出各自的建议,(3)提出了用于解决定义建议的MCS-EMA平台的参考架构。提出参考架构的必要洞察力在几个大型MHEHEATH众多研究中获得了多年和不同的医疗保健问题。仅提到两个例子,我们正在运行有关耳鸣慢性病或心理压力的问题的众群研究。我们认为拟议的参考架构和所确定的挑战和建议作为两方面的贡献。首先,它们使其他研究人员能够使用基线设置对准我们的实际研究,可以满足各种透露的见解。其次,它们是更好地比较使用MCS和EMA收集的数据的适当依据。此外,MCS和EMA的组合使用越来越需要适当的架构和医疗保健领域的相关数字解决方案。

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