Improving Data Quality with Active Monitoring: Design and Evaluate an Interactive Assessment System in Healthcare
文献类型：期刊论文
| 作者 | Song, Shuchao1,2; Chen, Yiqiang1,2; Zhang, Yingwei1,2; Yang, Xiaodong1,2; Gao, Jiayuan1,2; Wang, Xu3 |
| 刊名 | INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION
 |
| 出版日期 | 2026-02-07 |
| 页码 | 33 |
| 关键词 | Medical AI interactive systems data consistency Parkinson's disease digital assessment tool |
| ISSN号 | 1044-7318 |
| DOI | 10.1080/10447318.2026.2618554 |
| 英文摘要 | 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. |
| 资助项目 | Beijing Municipal Science & Technology Commission[Z221100002722009] ; National Natural Science Foundation of China[62202455] ; National Natural Science Foundation of China[62302487] ; Adminitrative Commission of Zhongguancun Science Park |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:001683363700001 |
| 出版者 | TAYLOR & FRANCIS INC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/42807]  |
| 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. |
入库方式： OAI收割
来源：计算技术研究所
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