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评估使用智能手表替代基于主观问卷的睡眠测量的客观方法的可行性。

Assessing the Feasibility of Replacing Subjective Questionnaire-Based Sleep Measurement with an Objective Approach Using a Smartwatch.

机构信息

Department of Computer Science, HTWG Konstanz-University of Applied Sciences, 78462 Konstanz, Germany.

School of Informatics, Reutlingen University, 72762 Reutlingen, Germany.

出版信息

Sensors (Basel). 2023 Jul 4;23(13):6145. doi: 10.3390/s23136145.

Abstract

In order to ensure sufficient recovery of the human body and brain, healthy sleep is indispensable. For this purpose, appropriate therapy should be initiated at an early stage in the case of sleep disorders. For some sleep disorders (e.g., insomnia), a sleep diary is essential for diagnosis and therapy monitoring. However, subjective measurement with a sleep diary has several disadvantages, requiring regular action from the user and leading to decreased comfort and potential data loss. To automate sleep monitoring and increase user comfort, one could consider replacing a sleep diary with an automatic measurement, such as a smartwatch, which would not disturb sleep. To obtain accurate results on the evaluation of the possibility of such a replacement, a field study was conducted with a total of 166 overnight recordings, followed by an analysis of the results. In this evaluation, objective sleep measurement with a Samsung Galaxy Watch 4 was compared to a subjective approach with a sleep diary, which is a standard method in sleep medicine. The focus was on comparing four relevant sleep characteristics: falling asleep time, waking up time, total sleep time (TST), and sleep efficiency (SE). After evaluating the results, it was concluded that a smartwatch could replace subjective measurement to determine falling asleep and waking up time, considering some level of inaccuracy. In the case of SE, substitution was also proved to be possible. However, some individual recordings showed a higher discrepancy in results between the two approaches. For its part, the evaluation of the TST measurement currently does not allow us to recommend substituting the measurement method for this sleep parameter. The appropriateness of replacing sleep diary measurement with a smartwatch depends on the acceptable levels of discrepancy. We propose four levels of similarity of results, defining ranges of absolute differences between objective and subjective measurements. By considering the values in the provided table and knowing the required accuracy, it is possible to determine the suitability of substitution in each individual case. The introduction of a "similarity level" parameter increases the adaptability and reusability of study findings in individual practical cases.

摘要

为了确保人体和大脑得到充分的恢复,健康的睡眠是必不可少的。为此,如果出现睡眠障碍,应在早期阶段开始进行适当的治疗。对于一些睡眠障碍(如失眠),睡眠日记对于诊断和治疗监测至关重要。然而,使用睡眠日记进行主观测量有几个缺点,需要用户定期进行操作,并且可能导致舒适度降低和数据丢失。为了实现睡眠监测的自动化并提高用户舒适度,可以考虑用自动测量方法替代睡眠日记,例如智能手表,这样不会打扰睡眠。为了在评估这种替代的可能性方面获得准确的结果,进行了一项共有 166 个夜间记录的现场研究,并对结果进行了分析。在这项评估中,使用三星 Galaxy Watch 4 进行客观的睡眠测量,并与睡眠医学中的标准方法——主观睡眠日记进行了比较。重点比较了四个相关的睡眠特征:入睡时间、醒来时间、总睡眠时间 (TST) 和睡眠效率 (SE)。在评估结果后得出结论,智能手表可以替代主观测量来确定入睡和醒来时间,但存在一定程度的不准确性。在 SE 方面,也证明了替代是可行的。然而,某些个别记录显示两种方法的结果存在较大差异。就 TST 测量而言,目前还不允许我们推荐用这种测量方法替代该睡眠参数的测量。用智能手表替代睡眠日记测量的适当性取决于可接受的差异水平。我们提出了四种结果相似性水平,定义了客观和主观测量之间绝对差异的范围。通过考虑提供的表格中的值并了解所需的准确性,可以确定在每种情况下替代的适用性。引入“相似性水平”参数增加了研究结果在个体实际案例中的适应性和可重用性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4941/10346325/888d094ae8b7/sensors-23-06145-g001.jpg

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