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. 2023 Jun 9;11:e38342. doi: 10.2196/38342

Table 5.

Estimated effect moderation by recent habituation and engagement.

Notification typea Estimated notification effect Estimated effect moderation

Relative risk (95% CI) Multiplicative difference in effect (95% CI)

No Yes Ratio (yes or no)
Habituation—“Did the user receive a notification the day before?”

Pooled 3.645 (2.665-4.987) 3.449 (2.761-4.308) 0.946 (0.655-1.368)

Standard 3.935 (2.837-5.458) 3.497 (2.739-4.465) 0.889 (0.601-1.314)

New message 3.357 (2.381-4.732) 3.401 (2.692-4.298) 1.013 (0.677-1.517)
Already engaged—“Did the user open the app between 8 PM and 9 PM the day before?”

Pooled 3.620 (2.908-4.508) 3.168 (2.314-4.336) 0.875 (0.616-1.242)

Standard 3.720 (2.938-4.710) 3.580 (2.542-5.043) 0.962 (0.652-1.420)

New message 3.521 (2.794-4.439) 2.820 (2.015-3.946) 0.801 (0.548-1.168)

aAll models are adjusted for the continuous variables of age; Alcohol Use Disorders Identification Test score; days since download; the categorical variables of sex and employment type; the time-varying variables “Did the users open the app before 8 PM that day?” and “Did the users open the app after 9 PM the day before?”; and the effect moderation variable of habituation.