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Updated: Jun 23, 2026

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Setup of Consumer Wearable Devices for Exposure and Health Monitoring in Population Studies
Published on: February 3, 2023
Clinical Evaluation of a Real-Time Wearable System for Monitoring In-Hospital Ambulatory Patients With COVID-19:
Sarah Vollam1,2, Cristian Roman2,3, Mauro Santos3
1Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom.
JMIR Medical Informatics
|June 22, 2026
Summary
Wearable monitoring systems increased time between manual vital sign measurements for COVID-19 patients. This shift in nursing task prioritization did not appear to negatively impact patient safety outcomes.
Area of Science:
- Medical Technology
- Clinical Nursing
- Patient Safety
Background:
- Wearable monitoring systems are increasingly studied for hospital patient safety.
- Evidence of their impact on patient outcomes like mortality and length of stay is limited.
- Few studies examine how these systems affect clinical practice, specifically manual vital sign measurements.
Purpose of the Study:
- Describe vital sign patterns in COVID-19 patients outside critical care.
- Explore the impact of wearable monitoring system data display on manual vital sign measurement frequency.
Main Methods:
- Retrospective study of 144 COVID-19 patients using a wearable monitoring system.
- Continuous monitoring of heart rate, respiratory rate, and oxygen saturation.
- Compared time between manual vital sign measurements during monitored vs. unmonitored periods.
Main Results:
- Patients spent 32.7% of monitored time at or above the escalation threshold.
- Time between manual vital sign measurements increased by a median of 39 minutes (unadjusted) and 14.6 minutes (adjusted).
- Increases in time between measurements were larger during stable observation periods.
Conclusions:
- COVID-19 patients monitored had elevated deterioration risk.
- Wearable monitoring systems led to increased intervals between manual vital sign measurements, suggesting altered nursing task prioritization.
- No evidence indicated that reduced observation frequency adversely affected patient safety.
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