Related Experiment Video
Updated: Nov 28, 2025

Bedside Ultrasound for Guiding Fluid Removal in Patients with Pulmonary Edema: The Reverse-FALLS Protocol
Published on: July 28, 2018
Just-in-time adaptive intervention to promote fluid consumption in patients with kidney stones
David E Conroy1, Ashley B West1, Deborah Brunke-Reese1
1Department of Kinesiology.
Objective:
Kidney stones are painful and costly. Prevention guidelines emphasize a simple behavior change: increasing fluid intake and urine output. Unfortunately, adherence to those prevention guidelines is limited, and patients report forgetting or not being thirsty enough. This study evaluated the acceptability of using semiautomated tracking of fluid consumption to trigger just-in-time reminders to drink and increase the experienced automaticity of fluid intake.
Method:
In a single-group trial, participants with a history of kidney stones (n = 31) used the sipIT digital tools (H2OPal connected water bottle, H2OPal mobile app for self-tracking, Fitbit smartwatch app for gesture detection) for 3 months.
Results:
The semiautomated monitoring system detected 46,654 drinking events. From baseline to 1-month follow-up, the experienced automaticity of fluid intake increased significantly (d = 0.50) and remained elevated at 3-month follow-up (d = 0.64). A major barrier to adherence (lack of thirst) decreased from baseline to follow-ups. Retention rates and participant feedback indicated that this digital tool was acceptable to patients.
Conclusion:
Semiautomated tracking of fluid consumption can be used to trigger just-in-time reminders. Based on this demonstration, the sipIT tools are ready for testing in a rigorous Phase II trial to evaluate efficacy for increasing fluid consumption and urine output as recommended for preventing the recurrence of kidney stones. (PsycInfo Database Record (c) 2020 APA, all rights reserved).
Related Concept Videos
Urinary Tract Calculi IV: Nutrition Therapy and Prevention
Acute Kidney Injury VI: Nursing Management
Acute Kidney Injury V: Interprofessional Care
Urinary Tract Calculi V: Nursing Management
Chronic Kidney Disease IV: Nursing Management
Urinary Tract Calculi III: Medical Management

