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. 2023 May 22;11:e44685. doi: 10.2196/44685

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.