Toward Data-Driven Digital Therapeutics Analytics: Literature Review and Research Directions
文献类型：期刊论文
| 作者 | Uichin Lee; Gyuwon Jung; Eun-Yeol Ma; Jin San Kim; Heepyung Kim; Jumabek Alikhanov; Youngtae Noh; Heeyoung Kim |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2023 |
| 卷号 | 10期号:1页码:42-66 |
| 关键词 | Causal inference data-driven analytics framework digital therapeutics (DTx) mobile and wearable data technical and behavioral engagement |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2023.123015 |
| 英文摘要 | 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. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/50726]  |
| 专题 | 自动化研究所_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. |
入库方式： OAI收割
来源：自动化研究所
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