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Assessing the Feasibility of Replacing Subjective Questionnaire-Based Sleep Measurement with an Objective Approach
Maksym Gaiduk1, Ralf Seepold1, Natividad Martínez Madrid2
1Department of Computer Science, HTWG Konstanz-University of Applied Sciences, 78462 Konstanz, Germany.
Smartwatches show potential for replacing sleep diaries in monitoring sleep onset and wake times, and sleep efficiency. However, total sleep time measurement requires further evaluation before smartwatch substitution is recommended.
Area of Science:
- Sleep Medicine
- Wearable Technology
Background:
- Healthy sleep is crucial for human recovery, necessitating early intervention for sleep disorders.
- Sleep diaries are standard for diagnosis and monitoring but have user-related drawbacks.
- Automated sleep monitoring via smartwatches offers increased comfort and data integrity.
Purpose of the Study:
- To evaluate the feasibility of replacing traditional sleep diaries with smartwatch objective measurements.
- To compare smartwatch-based sleep metrics against subjective sleep diary data.
- To assess the accuracy of smartwatches for key sleep parameters: sleep onset, wake time, total sleep time, and sleep efficiency.
Main Methods:
- A field study involving 166 overnight recordings was conducted.
- Objective sleep data was collected using a Samsung Galaxy Watch 4.
- Subjective data was gathered via a standard sleep diary.
- Four sleep characteristics were compared: sleep onset time, wake time, total sleep time (TST), and sleep efficiency (SE).
Main Results:
- Smartwatches demonstrated potential for replacing sleep diaries in determining sleep onset and wake times, albeit with some inaccuracy.
- Substitution was also feasible for sleep efficiency (SE) measurement.
- Significant discrepancies were observed in some individual recordings.
- Current smartwatch TST measurements do not support substitution for sleep diaries.
Conclusions:
- Smartwatch use for sleep monitoring is viable for specific parameters like sleep onset, wake time, and SE, depending on acceptable accuracy levels.
- A proposed 'similarity level' framework aids in determining the suitability of smartwatch substitution based on individual accuracy needs.
- Further research is needed to improve TST measurement accuracy for smartwatch-based sleep monitoring.
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