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Accessibility and Feasibility of Bluetooth Communication System and Smart Devices to Measure Nursing Activity
Nursing Research
|March 17, 2026
Summary
This study accurately measured nursing hours using wearable technology, revealing significant differences in workload across shifts. Physical activity data can now form the basis for measuring nurse burden.
Area of Science:
- Nursing informatics
- Wearable technology in healthcare
- Occupational health and safety
Background:
- High nurse workload contributes to attrition from clinical practice.
- Traditional workload estimation relies on self-reports, which can be inaccurate.
- Accurate measurement of nursing hours is crucial for understanding workload.
Purpose of the Study:
- To measure nursing activities and physiological indicators using real-time data from beacons, smartwatches, and smartphones.
- To assess nursing workload in a medical unit through objective data collection.
- To explore correlations between physical activity and nursing workload metrics.
Main Methods:
- Descriptive, cross-sectional design utilizing data from the SMART-NURSE project.
- Collection of biometric and location data via smartwatches and Bluetooth beacons.
- Integration of data using synchronized timestamps and statistical analysis (Kruskal-Wallis, Spearman's correlation).
Main Results:
- Nursing hours varied significantly by shift (night > day > evening).
- Average energy expenditure was 906.21 kcal; average heart rate was 92.55 bpm.
- Average steps were 7343.65, correlating positively with direct nursing and negatively with stress.
Conclusions:
- The developed method accurately measured actual nursing hours without loss.
- Physical activity data provides a foundation for measuring nurses' workload and burden.
- Wearable technology offers a viable solution for objective workload assessment in nursing.
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