Loncar-Turukalo Tatjana, Zdravevski Eftim, Machado da Silva José, Chouvarda Ioanna, Trajkovik Vladimir
Faculty of Technical Sciences, University of Novi Sad, Novi Sad, Serbia.
Faculty of Computer Science and Engineering, Saints Cyril and Methodius University, Skopje, North Macedonia.
J Med Internet Res. 2019 Sep 5;21(9):e14017. doi: 10.2196/14017.
Wearable sensing and information and communication technologies are key enablers driving the transformation of health care delivery toward a new model of connected health (CH) care. The advances in wearable technologies in the last decade are evidenced in a plethora of original articles, patent documentation, and focused systematic reviews. Although technological innovations continuously respond to emerging challenges and technology availability further supports the evolution of CH solutions, the widespread adoption of wearables remains hindered.
This study aimed to scope the scientific literature in the field of pervasive wearable health monitoring in the time interval from January 2010 to February 2019 with respect to four important pillars: technology, safety and security, prescriptive insight, and user-related concerns. The purpose of this study was multifold: identification of (1) trends and milestones that have driven research in wearable technology in the last decade, (2) concerns and barriers from technology and user perspective, and (3) trends in the research literature addressing these issues.
This study followed the scoping review methodology to identify and process the available literature. As the scope surpasses the possibilities of manual search, we relied on the natural language processing tool kit to ensure an efficient and exhaustive search of the literature corpus in three large digital libraries: Institute of Electrical and Electronics Engineers, PubMed, and Springer. The search was based on the keywords and properties to be found in articles using the search engines of the digital libraries.
The annual number of publications in all segments of research on wearable technology shows an increasing trend from 2010 to February 2019. The technology-related topics dominated in the number of contributions, followed by research on information delivery, safety, and security, whereas user-related concerns were the topic least addressed. The literature corpus evidences milestones in sensor technology (miniaturization and placement), communication architectures and fifth generation (5G) cellular network technology, data analytics, and evolution of cloud and edge computing architectures. The research lag in battery technology makes energy efficiency a relevant consideration in the design of both sensors and network architectures with computational offloading. The most addressed user-related concerns were (technology) acceptance and privacy, whereas research gaps indicate that more efforts should be invested into formalizing clear use cases with timely and valuable feedback and prescriptive recommendations.
This study confirms that applications of wearable technology in the CH domain are becoming mature and established as a scientific domain. The current research should bring progress to sustainable delivery of valuable recommendations, enforcement of privacy by design, energy-efficient pervasive sensing, seamless monitoring, and low-latency 5G communications. To complement technology achievements, future work involving all stakeholders providing research evidence on improved care pathways and cost-effectiveness of the CH model is needed.
可穿戴传感技术以及信息与通信技术是推动医疗保健服务向新型互联健康(CH)护理模式转变的关键因素。过去十年可穿戴技术的进展在大量原创文章、专利文献以及重点系统综述中得到了体现。尽管技术创新不断应对新出现的挑战,且技术的可得性进一步支持了CH解决方案的发展,但可穿戴设备的广泛应用仍然受到阻碍。
本研究旨在梳理2010年1月至2019年2月期间,在普及型可穿戴健康监测领域的科学文献,涉及四个重要方面:技术、安全与保障、规范性见解以及与用户相关的问题。本研究目的具有多方面:识别(1)过去十年推动可穿戴技术研究的趋势和里程碑;(2)从技术和用户角度出发的问题与障碍;(3)研究文献中解决这些问题的趋势。
本研究采用范围综述方法来识别和处理现有文献。由于研究范围超出了手动搜索的可能性,我们依靠自然语言处理工具包,以确保在电气和电子工程师协会、PubMed和施普林格这三个大型数字图书馆中对文献库进行高效且详尽的搜索。搜索基于使用数字图书馆搜索引擎在文章中要找到的关键词和属性。
2010年至2019年2月,可穿戴技术各研究领域的年出版物数量呈上升趋势。与技术相关的主题在投稿数量上占主导,其次是信息传递、安全与保障方面的研究,而与用户相关的问题是研究最少涉及的主题。文献库证明了传感器技术(小型化和放置)、通信架构和第五代(5G)蜂窝网络技术、数据分析以及云和边缘计算架构发展中的里程碑。电池技术方面的研究滞后使得能源效率成为传感器和具有计算卸载功能的网络架构设计中的一个相关考虑因素。最常被提及的与用户相关的问题是(技术)接受度和隐私,而研究差距表明应投入更多努力,以规范明确的用例,并提供及时且有价值的反馈和规范性建议。
本研究证实可穿戴技术在CH领域的应用正趋于成熟,并已成为一个科学领域。当前研究应在可持续提供有价值的建议、通过设计强化隐私保护、节能型普及传感、无缝监测以及低延迟5G通信方面取得进展。为补充技术成果,需要未来涉及所有利益相关者的工作,以提供关于改善护理路径和CH模式成本效益的研究证据。