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Prediction of Snacking Behavior Involving Snacks Having High Levels of Saturated Fats, Salt, or Sugar Using Only Information on Previous Instances of Snacking: Survey- and App-Based Study

Prediction of Snacking Behavior Involving Snacks Having High Levels of Saturated Fats, Salt, or Sugar Using Only Information on Previous Instances of Snacking: Survey- and App-Based Study

The frontend of the Snack Tracker app: (A) splash screen, (B) login screen, (C) home screen, (D) new snack screen, (E) time recording screen (time picker), (F) location recording screen, (G) recording save screen, and (H) review recording summary. The app development included designing and delivering messages as SMS text messages and app push notifications to keep users engaged and remind them to record snacks (Figure 4). Push notifications could be offered even if participants had no internet access.

Shaima Dammas, Tillman Weyde, Katy Tapper, Gerasimos Spanakis, Anne Roefs, Emmanuel M Pothos

JMIR Med Inform 2025;13:e57530