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Published on: February 3, 2022
Smartphone-Based Geofencing to Ascertain Hospitalizations
Kaylin T Nguyen1, Jeffrey E Olgin1, Mark J Pletcher1
1From the Division of Cardiology (K.T.N., J.E.O., M.N., R.A.G., C.M., A.H.F., C.M., L.B., M.A.C., G.M.M) and Department of Epidemiology and Biostatistics (M.J.P.), University of California, San Francisco; Ginger.io, San Francisco, CA (L.K., S.M.).
Smartphone geofencing can track hospitalizations with modest accuracy. This innovative method offers a new way to gather health data for research and patient care.
Area of Science:
- Digital Health
- Mobile Health (mHealth)
- Health Informatics
Background:
- Accurate hospitalization data is crucial for assessing healthcare quality and treatment outcomes.
- Ubiquitous smartphone technology has not been fully utilized for tracking hospitalizations.
- This study explores smartphone-based geofencing as a novel method for hospitalization ascertainment.
Purpose of the Study:
- To evaluate the effectiveness of smartphone-based geofencing for identifying and tracking hospitalizations.
- To assess the accuracy and feasibility of using mobile applications for real-time hospitalization monitoring.
- To determine the potential of this technology in healthcare research and patient care.
Main Methods:
- Developed a mobile application using GPS and cell tower triangulation to geofence hospitals.
- The app triggered a questionnaire when users remained in a geofenced hospital area for over 4 hours.
- Validated application-detected hospitalizations against electronic medical records in an in-person cohort and analyzed data from a remote cohort.
Main Results:
- In the in-person arm, the application detected 77% of hospitalizations (sensitivity).
- Application-reported length of stay correlated positively with electronic medical record data (r=0.53, P=0.03).
- In the remote arm, 243 hospital visits were detected, with a positive predictive value of 65%.
Conclusions:
- Smartphone geofencing can ascertain hospitalizations with modest accuracy, representing a novel approach.
- This proof-of-concept study demonstrates the potential of mobile applications in healthcare research.
- The geofencing technique may be adaptable for monitoring other health-related behaviors and locations.
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