Toward Data-Driven Digital Therapeutics Analytics: Literature Review and Research Directions

doi:10.1109/JAS.2023.123015

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Toward Data-Driven Digital Therapeutics Analytics: Literature Review and Research Directions
	Uichin Lee; Gyuwon Jung; Eun-Yeol Ma; Jin San Kim; Heepyung Kim; Jumabek Alikhanov; Youngtae Noh; Heeyoung Kim
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2023
卷号	10 期号:1 页码:42-66
摘要	With the advent of digital therapeutics (DTx), the development of software as a medical device (SaMD) for mobile and wearable devices has gained significant attention in recent years. Existing DTx evaluations, such as randomized clinical trials, mostly focus on verifying the effectiveness of DTx products. To acquire a deeper understanding of DTx engagement and behavioral adherence, beyond efficacy, a large amount of contextual and interaction data from mobile and wearable devices during field deployment would be required for analysis. In this work, the overall flow of the data-driven DTx analytics is reviewed to help researchers and practitioners to explore DTx datasets, to investigate contextual patterns associated with DTx usage, and to establish the (causal) relationship between DTx engagement and behavioral adherence. This review of the key components of data-driven analytics provides novel research directions in the analysis of mobile sensor and interaction datasets, which helps to iteratively improve the receptivity of existing DTx.
关键词	Causal inference data-driven analytics framework digital therapeutics (DTx) mobile and wearable data technical and behavioral engagement
DOI	10.1109/JAS.2023.123015
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/50726
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Uichin Lee,Gyuwon Jung,Eun-Yeol Ma,et al. Toward Data-Driven Digital Therapeutics Analytics: Literature Review and Research Directions[J]. IEEE/CAA Journal of Automatica Sinica,2023,10(1):42-66.
APA	Uichin Lee.,Gyuwon Jung.,Eun-Yeol Ma.,Jin San Kim.,Heepyung Kim.,...&Heeyoung Kim.(2023).Toward Data-Driven Digital Therapeutics Analytics: Literature Review and Research Directions.IEEE/CAA Journal of Automatica Sinica,10(1),42-66.
MLA	Uichin Lee,et al."Toward Data-Driven Digital Therapeutics Analytics: Literature Review and Research Directions".IEEE/CAA Journal of Automatica Sinica 10.1(2023):42-66.

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
JAS-2022-0246.pdf（2887KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载