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健康年轻成年人多传感器消费级可穿戴设备中睡眠测量的验证

Validation of sleep measurement in a multisensor consumer grade wearable device in healthy young adults.

作者信息

Kanady Jennifer C, Ruoff Leslie, Straus Laura D, Varbel Jonathan, Metzler Thomas, Richards Anne, Inslicht Sabra S, O'Donovan Aoife, Hlavin Jennifer, Neylan Thomas C

机构信息

San Francisco Veterans Affairs Health Care System, San Francisco, California.

Department of Psychiatry, University of California, San Francisco, California.

出版信息

J Clin Sleep Med. 2020 Jun 15;16(6):917-924. doi: 10.5664/jcsm.8362.

Abstract

STUDY OBJECTIVES

Our objective was to examine the ability of a consumer-grade wearable device (Basis B1) with accelerometer and heart rate technology to assess sleep patterns compared with polysomnography (PSG) and research-grade actigraphy in healthy adults.

METHODS

Eighteen adults underwent consecutive nights of sleep monitoring using Basis B1, actigraphy, and PSG; 40 nights were used in analyses. Discrepancies in gross sleep parameters and epoch-by-epoch agreements in sleep/wake classification were assessed.

RESULTS

Basis B1 accuracy was 54.20 ± 8.20%, sensitivity was 98.90 ± 2.70%, and specificity was 8.10 ± 15.00%. Accuracy, sensitivity, and specificity for distinguishing between the different sleep stages were 60-72%, 48-62%, and 57-86%, respectively. Pearson correlations demonstrated strong associations between Basis B1 and PSG estimates of sleep onset latency and total sleep time; moderate associations for sleep efficiency, duration of light sleep, and duration of rapid eye movement sleep; and a weak association for duration of deep sleep. Basis B1 significantly overestimates total sleep time, sleep efficiency, and duration of light sleep and significantly underestimates wake after sleep onset and duration of deep sleep.

CONCLUSIONS

Basis B1 demonstrated utility for estimates of gross sleep parameters and performed similarly to actigraphy for estimates of total sleep time. Basis B1 specificity was poor, and Basis B1 is not useful for the assessment of wake. Basis B1 accuracy for sleep stages was better than chance but is not a suitable replacement for PSG assessment. Despite low cost, ease of use, and attractiveness for patients, consumer devices are not yet accurate or reliable enough to guide treatment decision making in clinical settings.

摘要

研究目的

我们的目的是检验一款具备加速度计和心率技术的消费级可穿戴设备(Basis B1)与多导睡眠图(PSG)及研究级活动记录仪相比,评估健康成年人睡眠模式的能力。

方法

18名成年人连续多晚使用Basis B1、活动记录仪和PSG进行睡眠监测;分析中使用了40个夜晚的数据。评估了总体睡眠参数的差异以及睡眠/觉醒分类中逐时段的一致性。

结果

Basis B1的准确率为54.

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