Khoury College of Computer Sciences, Bouve College of Health Sciences, Northeastern University, Boston, MA, United States.
Bouve College of Health Sciences, Northeastern University, Boston, MA, United States.
JMIR Mhealth Uhealth. 2021 Mar 10;9(3):e23391. doi: 10.2196/23391.
Ecological momentary assessment (EMA) is an in situ method of gathering self-report on behaviors using mobile devices. In typical phone-based EMAs, participants are prompted repeatedly with multiple-choice questions, often causing participation burden. Alternatively, microinteraction EMA (micro-EMA or μEMA) is a type of EMA where all the self-report prompts are single-question surveys that can be answered using a 1-tap glanceable microinteraction conveniently on a smartwatch. Prior work suggests that μEMA may permit a substantially higher prompting rate than EMA, yielding higher response rates and lower participation burden. This is achieved by ensuring μEMA prompt questions are quick and cognitively simple to answer. However, the validity of participant responses from μEMA self-report has not yet been formally assessed.
In this pilot study, we explored the criterion validity of μEMA self-report on a smartwatch, using physical activity (PA) assessment as an example behavior of interest.
A total of 17 participants answered 72 μEMA prompts each day for 1 week using a custom-built μEMA smartwatch app. At each prompt, they self-reported whether they were doing sedentary, light/standing, moderate/walking, or vigorous activities by tapping on the smartwatch screen. Responses were compared with a research-grade activity monitor worn on the dominant ankle simultaneously (and continuously) measuring PA.
Participants had an 87.01% (5226/6006) μEMA completion rate and a 74.00% (5226/7062) compliance rate taking an average of only 5.4 (SD 1.5) seconds to answer a prompt. When comparing μEMA responses with the activity monitor, we observed significantly higher (P<.001) momentary PA levels on the activity monitor when participants self-reported engaging in moderate+vigorous activities compared with sedentary or light/standing activities. The same comparison did not yield any significant differences in momentary PA levels as recorded by the activity monitor when the μEMA responses were randomly generated (ie, simulating careless taps on the smartwatch).
For PA measurement, high-frequency μEMA self-report could be used to capture information that appears consistent with that of a research-grade continuous sensor for sedentary, light, and moderate+vigorous activity, suggesting criterion validity. The preliminary results show that participants were not carelessly answering μEMA prompts by randomly tapping on the smartwatch but were reporting their true behavior at that moment. However, more research is needed to examine the criterion validity of μEMA when measuring vigorous activities.
生态瞬时评估(EMA)是一种使用移动设备在现场收集行为自我报告的方法。在典型的基于电话的 EMA 中,参与者会反复收到多项选择题提示,这通常会导致参与负担。或者,微观交互 EMA(微 EMA 或 μEMA)是一种 EMA,其中所有自我报告提示都是单问题调查,可以使用智能手表上方便的 1 次点击可感知的微观交互来回答。先前的工作表明,μEMA 可能允许比 EMA 更高的提示率,从而提高响应率并降低参与负担。这是通过确保 μEMA 提示问题快速且认知简单来实现的。然而,μEMA 自我报告的参与者反应的有效性尚未得到正式评估。
在这项初步研究中,我们使用身体活动(PA)评估作为感兴趣的行为示例,探索了智能手表上 μEMA 自我报告的效标效度。
总共 17 名参与者在一周内每天使用定制的 μEMA 智能手表应用程序回答 72 次 μEMA 提示。在每次提示中,他们通过点击智能手表屏幕来自我报告他们是在进行久坐、轻度/站立、中度/步行还是剧烈活动。同时(连续)佩戴在优势脚踝上的研究级活动监测器测量 PA,将反应与该监测器进行比较。
参与者的 μEMA 完成率为 87.01%(5226/6006),遵守率为 74.00%(5226/7062),平均每次回答提示仅需 5.4 秒(SD 1.5)。当将 μEMA 响应与活动监测器进行比较时,当参与者报告进行中度+剧烈活动时,与久坐或轻度/站立活动相比,活动监测器上的瞬时 PA 水平明显更高(P<.001)。当 μEMA 响应随机生成(即,模拟在智能手表上随意点击)时,活动监测器记录的瞬时 PA 水平没有任何显著差异。
对于 PA 测量,高频 μEMA 自我报告可以用于捕获与研究级连续传感器一致的信息,用于记录久坐、轻度和中度+剧烈活动,表明具有效标效度。初步结果表明,参与者并不是随意点击智能手表来随意回答 μEMA 提示,而是在当时报告自己的真实行为。然而,还需要进一步的研究来检验 μEMA 在测量剧烈活动时的效标效度。