Accepted for/Published in: JMIR mHealth and uHealth
Date Submitted: Dec 20, 2022
Date Accepted: Apr 27, 2023
Warning: This is an author submission that is not peer-reviewed or edited. Preprints - unless they show as "accepted" - should not be relied on to guide clinical practice or health-related behavior and should not be reported in news media as established information.
Reliability and Validity of Ecological Momentary Assessment (EMA) Response Times as an Indicator of Cognitive Processing Speed in People’s Natural Environment: An Intensive Longitudinal Study
ABSTRACT
Background:
Various chronic conditions are risk factors for decreased cognitive performance, making assessment of cognition in people with chronic illness important. Formal mobile cognitive assessments measure cognitive performance with higher temporal density and greater ecological validity compared to traditional laboratory-based testing, but can be burdensome for participants. Given that responding to a survey is considered a cognitively demanding task, response times that are passively collected as a byproduct of ecological momentary assessments (EMA) may be a means through which cognitive performance in people’s natural environment can be captured, while limiting participant burden. We examine if EMA response times can serve as approximations of cognitive processing speed.
Objective:
To investigate if response times from EMA surveys can serve as approximate indicators of between-person differences and momentary within-person variability in cognitive processing speed.
Methods:
Data from a two-week EMA study investigating relationships between glucose, emotion, and functioning in adults with type 1 diabetes (T1D) were analyzed. A validated mobile cognitive processing speed test (Symbol Search) was administered with EMA surveys 5-6 times/day via smartphones. Multilevel modeling was used to examine the reliability of EMA response times and their convergent validity with the Symbol Search task. Other tests of convergent validity of EMA response times included examining associations with age, depression, fatigue, and time of day.
Results:
In between-person analyses, overall, evidence was found supporting the reliability and convergent validity of EMA response times as a measure of average processing speed from even a single EMA item administered repeatedly over a two-week period. Between-person correlations between the Symbol Search task and EMA response times ranged from 0.43 to 0.58 (P<.001). EMA response times had significant between-person associations with age as expected, but not depression or average fatigue. In within-person analyses, response times from 16 slider items and all 22 EMA items (including the 16 slider items) had acceptable (>0.70) within-person reliability. Within-person reliability was much lower for sets of items with heterogeneous response options (e.g., multiple-choice questions with different numbers of response options) and for individual items. After correcting for unreliability in multilevel models, EMA response times from most combinations of items showed moderate within-person correlations with the Symbol Search task (ranged from 0.29 to 0.58, P<.001), and demonstrated theoretically expected relationships with momentary fatigue and time of day.
Conclusions:
Response times from EMA items may be a minimally burdensome method of approximating average levels and momentary fluctuations in processing speed, both of which may be influential on daily functioning, particularly for populations with chronic conditions.
Citation
Request queued. Please wait while the file is being generated. It may take some time.
Copyright
© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.