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JTrack:用于健康和疾病的日常生活行为远程监测的数字生物标志物平台。

JTrack: A Digital Biomarker Platform for Remote Monitoring of Daily-Life Behaviour in Health and Disease.

机构信息

Research Centre Jülich, Institute of Neuroscience and Medicine, Brain and Behaviour (INM-7), Jülich, Germany.

Medical Faculty, Institute of Systems Neuroscience, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.

出版信息

Front Public Health. 2021 Nov 19;9:763621. doi: 10.3389/fpubh.2021.763621. eCollection 2021.

Abstract

Health-related data being collected by smartphones offer a promising complementary approach to in-clinic assessments. Despite recent contributions, the trade-off between privacy, optimization, stability and research-grade data quality is not well met by existing platforms. Here we introduce the JTrack platform as a secure, reliable and extendable open-source solution for remote monitoring in daily-life and digital-phenotyping. JTrack is an open-source (released under open-source Apache 2.0 licenses) platform for remote assessment of digital biomarkers (DB) in neurological, psychiatric and other indications. JTrack is developed and maintained to comply with security, privacy and the General Data Protection Regulation (GDPR) requirements. A wide range of anonymized measurements from motion-sensors, social and physical activities and geolocation information can be collected in either active or passive modes by using JTrack Android-based smartphone application. JTrack also provides an online study management dashboard to monitor data collection across studies. To facilitate scaling, reproducibility, data management and sharing we integrated DataLad as a data management infrastructure. Smartphone-based Digital Biomarker data may provide valuable insight into daily-life behaviour in health and disease. As illustrated using sample data, JTrack provides as an easy and reliable open-source solution for collection of such information.

摘要

智能手机收集的与健康相关的数据为临床评估提供了一种很有前景的补充方法。尽管最近有了一些贡献,但现有的平台并没有很好地兼顾隐私、优化、稳定性和研究级别的数据质量。在这里,我们介绍 JTrack 平台,它是一个安全、可靠且可扩展的开源解决方案,用于日常生活和数字化表型的远程监测。JTrack 是一个用于远程评估神经、精神和其他适应症的数字生物标志物 (DB) 的开源平台(根据开源 Apache 2.0 许可证发布)。JTrack 的开发和维护符合安全、隐私和通用数据保护条例 (GDPR) 的要求。通过使用基于 Android 的 JTrack 智能手机应用程序,以主动或被动模式,可以收集来自运动传感器、社交和体育活动以及地理位置信息的广泛的匿名测量值。JTrack 还提供了一个在线研究管理仪表板,用于监控跨研究的数据收集。为了便于扩展、可重复性、数据管理和共享,我们集成了 DataLad 作为数据管理基础设施。基于智能手机的数字生物标志物数据可能会为健康和疾病中的日常生活行为提供有价值的见解。如使用示例数据所示,JTrack 为此类信息的收集提供了一种简单可靠的开源解决方案。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0f1e/8639579/054f70ab474e/fpubh-09-763621-g0001.jpg

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