Table 4.
Levels of engagement measured in microrandomized trials of mobile health (mHealth) interventions.
| Source | Little e | Big E | ||||||||
|
|
Yes or no | Example | Yes or no | Example | ||||||
| Evaluate effect of intervention components | ||||||||||
|
|
Aguilera et al [23], 2021 | Yes | Response rates to daily mood rating SMS | No | N/Aa | |||||
|
|
Battalio et al [24], 2021 | Yes | If end-of-day logs for smoking are completed | No | N/A | |||||
|
|
Goldstein et al [26], 2021 | Yes | Percentage of interventions accessed | No | N/A | |||||
|
|
Klasnja et al [27], 2021 | Yes | Adherence to wearing the FitBit | No | N/A | |||||
|
|
Klasnja et al [28], 2019 | Yes | Adherence to activity tracker | No | N/A | |||||
|
|
Kramer et al [29], 2020 | Yes | Whether participants responded to first message of the chatbot in an intervention conversation | No | N/A | |||||
|
|
Latham [30], 2021b | Yes | Percentage of sleep diaries completed | Yes | Self-reported adherence to intervention prompt’s suggestion | |||||
|
|
Jeganathan et al [31], 2022 | Yes | Nonadherence with recommendations for watch wear time | No | N/A | |||||
|
|
Spruijt-Metz et al [33], 2022 | Yes | Time since FitBit was last worn | No | N/A | |||||
|
|
Wang et al [34], 2022 | Yes | Proportion of days that daily step/sleep minutes were provided within a week | No | N/A | |||||
|
|
Dowling et al [35], 2022 | Yes | EMAc compliance | No | N/A | |||||
|
|
Rodda et al [36], 2022 | Yes | EMA compliance | No | N/A | |||||
| Evaluate strategies to improve engagement | ||||||||||
|
|
Bell et al [22], 2020 | Yes | Whether participants opened the intervention app in the hour after microrandomization | No | N/A | |||||
|
|
Bidargaddi et al [37], 2018 | No | N/A | Yes | Whether participants performed the self-monitoring intervention activity | |||||
|
|
Nahum-Shani et al [38], 2021 | No | N/A | Yes | Whether participants engaged in self-regulatory activities 1 h after randomization | |||||
|
|
Nordby et al [39], 2022 | Yes | Minutes spent on the intervention | Yes | Self-reported frequency of practicing coping strategies taught | |||||
| Evaluate feasibility and acceptability of intervention | ||||||||||
|
|
Militello et al [40], 2022 | Yes | Opening the application | Yes | Self-reported engagement with mindfulness exercises 24 hours after randomization | |||||
|
|
Yang et al [41], 2022 | Yes | Percentage of EMAs completed | Yes | Percentage of prompted strategies completed | |||||
| Describing engagement | ||||||||||
|
|
Hoel et al [42], 2022 | Yes | Proportion of submitted and nonblank logs | No | N/A | |||||
|
|
Valle et al [43], 2020 | Yes | Proportion of intervention messages viewed before end of day | No | N/A | |||||
aN/A: not applicable.
bThis study was also designed to evaluate the feasibility and acceptability of its mHealth intervention.
cEMA: ecological momentary assessment.