Improving Data Quality with Active Monitoring: Design and Evaluate an Interactive Assessment System in Healthcare

doi:10.1080/10447318.2026.2618554

CSpace

	Improving Data Quality with Active Monitoring: Design and Evaluate an Interactive Assessment System in Healthcare
	Song, Shuchao 1,2; Chen, Yiqiang 1,2; Zhang, Yingwei 1,2; Yang, Xiaodong 1,2; Gao, Jiayuan 1,2; Wang, Xu 3
	2026-02-07
发表期刊	INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION
ISSN	1044-7318
页码	33
摘要	Artificial Intelligence (AI) has significantly impacted healthcare, yet shifting applications from laboratory development to real-world deployment remains challenges: the inevitable scenario change leads to incompatible data inputs and potentially unreliable AI outputs. Human-centered monitoring and intervention during data collection should be reconsidered as a solution. By choosing Parkinson's wearable assessment as a scenario (existing application PD Assist, which failed in deployment), we conducted a user study and distilled the primary usability issues into three categories: understanding, timing, and disturbance. Accordingly, we redesigned an interactive version of PD Assist+, which contained active monitoring and intervention to ensure users' behavior meets expectations. Through evaluation involving 38 Parkinson's participants, our design increased accuracy by 16.9% and participants' use willingness by 34.8% compared to the original version. Our work derived awareness of data work in AI-based healthcare applications and proposed a pipeline to bridge the gap from development to deployment.
关键词	Medical AI interactive systems data consistency Parkinson's disease digital assessment tool
DOI	10.1080/10447318.2026.2618554
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Cybernetics ; Ergonomics
WOS记录号	WOS:001683363700001
出版者	TAYLOR & FRANCIS INC
引用统计
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/42808
专题	中国科学院计算技术研究所
通讯作者	Chen, Yiqiang
作者单位	1.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China 2.Univ Chinese Acad Sci, Beijing, Peoples R China 3.Jinan Zhongke Ubiquitous Intelligent Comp Res Inst, Project Res Ctr, Jinan, Peoples R China
推荐引用方式 GB/T 7714	Song, Shuchao,Chen, Yiqiang,Zhang, Yingwei,et al. Improving Data Quality with Active Monitoring: Design and Evaluate an Interactive Assessment System in Healthcare[J]. INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION,2026:33.
APA	Song, Shuchao,Chen, Yiqiang,Zhang, Yingwei,Yang, Xiaodong,Gao, Jiayuan,&Wang, Xu.(2026).Improving Data Quality with Active Monitoring: Design and Evaluate an Interactive Assessment System in Healthcare.INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION,33.
MLA	Song, Shuchao,et al."Improving Data Quality with Active Monitoring: Design and Evaluate an Interactive Assessment System in Healthcare".INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION (2026):33.