Longitudinal User Engagement with Microinteraction Ecological Momentary Assessment (μEMA).

IF 4.5 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Aditya Ponnada, Shirlene D Wang, Jixin Li, Wei-Lin Wang, Genevieve F Dunton, Donald Hedeker, Stephen S Intille
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引用次数: 0

Abstract

Microinteraction ecological momentary assessment (μEMA) is a type of EMA that uses single-question prompts on a smartwatch to collect real-world self-reports. Smaller-scale studies show that μEMA yields higher response rates than EMA for up to 4 weeks. In this paper, we evaluated μEMA's longitudinal engagement in a 12-month study. Each participant completed EMA surveys (one smartphone prompt/hour for 96 days in 4-day bursts) and μEMA surveys (four smartwatch prompts/hour for the 270 days). Using data from 177 participants ( 1.37 million μEMA and 14.9K EMA surveys), we compared engagement across three groups: those who completed 12 months of EMA data collection(Completed), those who voluntarily withdrew after six months of EMA data collection (Withdrew), and those unenrolled by staff after six months of poor EMA response rates (Unenrolled). Compared to EMA, unenrolled participants were 2.25 times, those who withdrew were 1.65 times, and completed participants were 1.53 times more likely to answer μEMA prompts (p < 0.001). Regardless of response rates, μEMA was perceived as less burdensome than EMA (p < 0.001). These results suggest μEMA is a viable method for intensive longitudinal data collection, particularly for participants who find EMA unsustainable.

Abstract Image

Abstract Image

Abstract Image

纵向用户参与微交互生态瞬时评估(μEMA)。
微互动生态瞬间评估(μEMA)是一种利用智能手表上的单一问题提示来收集真实世界自我报告的EMA。小规模研究表明,μEMA在长达4周的时间内比EMA产生更高的应答率。在为期12个月的研究中,我们评估了μEMA的纵向接合性。每位参与者都完成了EMA调查(96天内每小时一次智能手机提示,连续4天)和μEMA调查(270天内每小时4次智能手表提示)。使用177名参与者(137万μEMA和14.9K EMA调查)的数据,我们比较了三组参与者的参与度:完成12个月EMA数据收集的人(完成),在6个月EMA数据收集后自愿退出的人(退出),以及在6个月EMA反应率不佳后工作人员未登记的人(未登记)。与EMA相比,未参加受试者的应答率为2.25倍,退出受试者的应答率为1.65倍,完成受试者的应答率为1.53倍(p < 0.001)。无论应答率如何,μEMA被认为比EMA负担更轻(p < 0.001)。这些结果表明μEMA是密集纵向数据收集的可行方法,特别是对于发现EMA不可持续的参与者。
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来源期刊
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies Computer Science-Computer Networks and Communications
CiteScore
9.10
自引率
0.00%
发文量
154
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