论文标题

可视化和分析Covid-19患者的可穿戴健康数据

Visualization and Analysis of Wearable Health Data From COVID-19 Patients

论文作者

Suter, Susanne K., Spinner, Georg R., Hoelz, Bianca, Rey, Sofia, Thanabalasingam, Sujeanthraa, Eckstein, Jens, Hirsch, Sven

论文摘要

对有效的可视化进行了评估,以揭示来自多传感器实时可穿戴设备的相关健康模式,这些设备记录了Covid-19的医院入院的患者的生命体征。此外,描述了与可穿戴健康数据可视化相关的特定挑战,例如依从性问题引起的数据质量,为设备充电所需的时间和技术问题所致。作为主要用例,我们研究了在该技术获得的生命体征中可见的相关健康模式的检测和交流。定制的热图和条形图被用来特别突出至生命体征的医学相关模式。对两名医生,一名临床项目经理和七名健康数据科学研究人员进行了一项调查,以评估可视化方法。从84名住院Covid-19患者的数据集中,我们提取了一项典型的Covid-19患者病史,并根据可视化率展示了两名值得注意的患者的健康病史。可视化被证明是有效,简单且直观的,可以推断患者的健康状况。对于时间约束并负责众多患者的临床人员,这种可视化方法可以是一种有效的工具,即使可以远程远程获取和监测患者的健康状况。

Effective visualizations were evaluated to reveal relevant health patterns from multi-sensor real-time wearable devices that recorded vital signs from patients admitted to hospital with COVID-19. Furthermore, specific challenges associated with wearable health data visualizations, such as fluctuating data quality resulting from compliance problems, time needed to charge the device and technical problems are described. As a primary use case, we examined the detection and communication of relevant health patterns visible in the vital signs acquired by the technology. Customized heat maps and bar charts were used to specifically highlight medically relevant patterns in vital signs. A survey of two medical doctors, one clinical project manager and seven health data science researchers was conducted to evaluate the visualization methods. From a dataset of 84 hospitalized COVID-19 patients, we extracted one typical COVID-19 patient history and based on the visualizations showcased the health history of two noteworthy patients. The visualizations were shown to be effective, simple and intuitive in deducing the health status of patients. For clinical staff who are time-constrained and responsible for numerous patients, such visualization methods can be an effective tool to enable continuous acquisition and monitoring of patients' health statuses even remotely.

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