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基于智能手机的虚拟代理在新冠疫情居家隔离期间帮助有睡眠问题的个体:可行性研究。

Smartphone-Based Virtual Agents to Help Individuals With Sleep Concerns During COVID-19 Confinement: Feasibility Study.

作者信息

Philip Pierre, Dupuy Lucile, Morin Charles M, de Sevin Etienne, Bioulac Stéphanie, Taillard Jacques, Serre Fuschia, Auriacombe Marc, Micoulaud-Franchi Jean-Arthur

机构信息

USR 3413 SANPSY, University of Bordeaux, Bordeaux, France.

Service de Médecine du Sommeil, University Hospital of Bordeaux, Bordeaux, France.

出版信息

J Med Internet Res. 2020 Dec 18;22(12):e24268. doi: 10.2196/24268.

Abstract

BACKGROUND

The COVID-19 crisis and consequent confinement restrictions have caused significant psychosocial stress and reports of sleep complaints, which require early management, have increased during recent months. To help individuals concerned about their sleep, we developed a smartphone-based app called KANOPEE that allows users to interact with a virtual agent dedicated to autonomous screening and delivering digital behavioral interventions.

OBJECTIVE

Our objective was to assess the feasibility of this app, in terms of inclusion rate, follow-up rate, perceived trust and acceptance of the virtual agent, and effects of the intervention program, in the context of COVID-19 confinement in France.

METHODS

The virtual agent is an artificial intelligence program using decision tree architecture and interacting through natural body motion and natural voice. A total of 2069 users aged 18 years and above downloaded the free app during the study period (April 22 to May 5, 2020). These users first completed a screening interview based on the Insomnia Severity Index (ISI) conducted by the virtual agent. If the users were positive for insomnia complaints (ISI score >14), they were eligible to join the 2-stage intervention program: (1) complete an electronic sleep diary for 1 week and (2) follow personalized sleep recommendations for 10 days. We collected and analyzed the following measures: sociodemographic information, ISI scores and sleep/wake schedules, and acceptance and trust of the agent.

RESULTS

Approximately 76% (1574/2069) of the app users completed the screening interview with the virtual agent. The virtual agent was well accepted by 27.4% (431/1574) of the users who answered the acceptance and trust questionnaires on its usability, satisfaction, benevolence, and credibility. Of the 773 screened users who reported sleep complaints (ISI score >14), 166 (21.5%) followed Step 1 of the intervention, and only 47 of those (28.3%) followed Step 2. Users who completed Step 1 found that their insomnia complaints (baseline mean ISI score 18.56, mean ISI score after Step 1 15.99; P<.001) and nocturnal sleep quality improved significantly after 1 week. Users who completed Step 2 also showed an improvement compared to the initial measures (baseline mean ISI score 18.87, mean ISI score after Step 2 14.68; P<.001). Users that were most severely affected (ISI score >21) did not respond to either intervention.

CONCLUSIONS

These preliminary results suggest that the KANOPEE app is a promising solution to screen populations for sleep complaints and that it provides acceptable and practical behavioral advice for individuals reporting moderately severe insomnia.

摘要

背景

2019冠状病毒病(COVID-19)危机及随之而来的禁闭限制造成了巨大的心理社会压力,近几个月来,有关睡眠问题的报告有所增加,这需要早期干预。为了帮助关注睡眠问题的个人,我们开发了一款名为KANOPEE的智能手机应用程序,该程序允许用户与一个虚拟代理进行交互,该虚拟代理专门用于自主筛查和提供数字行为干预。

目的

我们的目的是在法国COVID-19禁闭的背景下,从纳入率、随访率、对虚拟代理的感知信任和接受度以及干预计划的效果等方面评估该应用程序的可行性。

方法

虚拟代理是一个使用决策树架构并通过自然身体动作和自然语音进行交互的人工智能程序。在研究期间(2020年4月22日至5月5日),共有2069名18岁及以上的用户下载了这款免费应用程序。这些用户首先完成了由虚拟代理根据失眠严重程度指数(ISI)进行的筛查访谈。如果用户的失眠投诉呈阳性(ISI评分>14),他们有资格参加两阶段干预计划:(1)完成为期1周的电子睡眠日记,(2)遵循个性化睡眠建议10天。我们收集并分析了以下指标:社会人口统计学信息、ISI评分和睡眠/觉醒时间表,以及对代理的接受度和信任度。

结果

约76%(1574/2069)的应用程序用户完成了与虚拟代理的筛查访谈。在回答了关于其可用性、满意度、善意和可信度的接受度和信任度问卷的用户中,27.4%(431/1574)对虚拟代理接受良好。在773名报告有睡眠投诉(ISI评分>14)的筛查用户中,166名(21.5%)遵循了干预的第一步,其中只有47名(28.3%)遵循了第二步。完成第一步的用户发现,他们的失眠投诉(基线平均ISI评分为18.56,第一步后的平均ISI评分为15.99;P<0.001)和夜间睡眠质量在1周后有显著改善。与初始测量相比,完成第二步的用户也有改善(基线平均ISI评分为18.87,第二步后的平均ISI评分为14.68;P<0.001)。受影响最严重(ISI评分>21)的用户对两种干预措施均无反应。

结论

这些初步结果表明,KANOPEE应用程序是筛查有睡眠投诉人群的一个有前景的解决方案,并且它为报告中度严重失眠的个人提供了可接受且实用的行为建议。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a8e9/7752183/ae92ee9767c3/jmir_v22i12e24268_fig1.jpg

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