Su Ting, Calvo Rafael A, Jouaiti Melanie, Daniels Sarah, Kirby Pippa, Dijk Derk-Jan, Della Monica Ciro, Vaidyanathan Ravi
Department of Mechanical Engineering, Imperial College London, London, United Kingdom.
Dyson School of Design Engineering, Imperial College London, London, United Kingdom.
JMIR Res Protoc. 2023 May 11;12:e45752. doi: 10.2196/45752.
Sleep disorders are common among the aging population and people with neurodegenerative diseases. Sleep disorders have a strong bidirectional relationship with neurodegenerative diseases, where they accelerate and worsen one another. Although one-to-one individual cognitive behavioral interventions (conducted in-person or on the internet) have shown promise for significant improvements in sleep efficiency among adults, many may experience difficulties accessing interventions with sleep specialists, psychiatrists, or psychologists. Therefore, delivering sleep intervention through an automated chatbot platform may be an effective strategy to increase the accessibility and reach of sleep disorder intervention among the aging population and people with neurodegenerative diseases.
This work aims to (1) determine the feasibility and usability of an automated chatbot (named MotivSleep) that conducts sleep interviews to encourage the aging population to report behaviors that may affect their sleep, followed by providing personalized recommendations for better sleep based on participants' self-reported behaviors; (2) assess the self-reported sleep assessment changes before, during, and after using our automated sleep disturbance intervention chatbot; (3) assess the changes in objective sleep assessment recorded by a sleep tracking device before, during, and after using the automated chatbot MotivSleep.
We will recruit 30 older adult participants from West London for this pilot study. Each participant will have a sleep analyzer installed under their mattress. This contactless sleep monitoring device passively records movements, heart rate, and breathing rate while participants are in bed. In addition, each participant will use our proposed chatbot MotivSleep, accessible on WhatsApp, to describe their sleep and behaviors related to their sleep and receive personalized recommendations for better sleep tailored to their specific reasons for disrupted sleep. We will analyze questionnaire responses before and after the study to assess their perception of our proposed chatbot; questionnaire responses before, during, and after the study to assess their subjective sleep quality changes; and sleep parameters recorded by the sleep analyzer throughout the study to assess their objective sleep quality changes.
Recruitment will begin in May 2023 through UK Dementia Research Institute Care Research and Technology Centre organized community outreach. Data collection will run from May 2023 until December 2023. We hypothesize that participants will perceive our proposed chatbot as intelligent and trustworthy; we also hypothesize that our proposed chatbot can help improve participants' subjective and objective sleep assessment throughout the study.
The MotivSleep automated chatbot has the potential to provide additional care to older adults who wish to improve their sleep in more accessible and less costly ways than conventional face-to-face therapy.
INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): PRR1-10.2196/45752.
睡眠障碍在老年人群和神经退行性疾病患者中很常见。睡眠障碍与神经退行性疾病之间存在强烈的双向关系,二者会相互加速并恶化。尽管一对一的个体认知行为干预(面对面或通过互联网进行)已显示出有望显著提高成年人的睡眠效率,但许多人可能难以获得与睡眠专家、精神科医生或心理学家的干预服务。因此,通过自动化聊天机器人平台提供睡眠干预可能是一种有效的策略,可提高老年人群和神经退行性疾病患者获得睡眠障碍干预的机会和范围。
本研究旨在(1)确定一个自动化聊天机器人(名为MotivSleep)的可行性和可用性,该聊天机器人进行睡眠访谈,以鼓励老年人群报告可能影响其睡眠的行为,然后根据参与者自我报告的行为提供改善睡眠的个性化建议;(2)评估在使用我们的自动化睡眠障碍干预聊天机器人之前、期间和之后自我报告的睡眠评估变化;(3)评估在使用自动化聊天机器人MotivSleep之前、期间和之后由睡眠追踪设备记录的客观睡眠评估变化。
我们将从伦敦西部招募30名老年成人参与者进行这项试点研究。每位参与者将在床垫下安装一个睡眠分析仪。这个非接触式睡眠监测设备在参与者睡觉时被动记录运动、心率和呼吸频率。此外,每位参与者将使用我们提出的可在WhatsApp上访问的聊天机器人MotivSleep,描述他们的睡眠及与睡眠相关的行为,并获得针对其睡眠中断的具体原因量身定制的改善睡眠的个性化建议。我们将分析研究前后的问卷回复,以评估他们对我们提出的聊天机器人的看法;研究前、研究期间和研究后的问卷回复,以评估他们主观睡眠质量的变化;以及整个研究过程中由睡眠分析仪记录的睡眠参数,以评估他们客观睡眠质量的变化。
招募工作将于2023年5月通过英国痴呆症研究所护理研究与技术中心组织的社区外展活动开始。数据收集将从2023年5月持续到2023年12月。我们假设参与者会认为我们提出的聊天机器人智能且值得信赖;我们还假设我们提出的聊天机器人可以在整个研究过程中帮助改善参与者的主观和客观睡眠评估。
MotivSleep自动化聊天机器人有可能以比传统面对面治疗更便捷、成本更低的方式为希望改善睡眠的老年人提供额外护理。
国际注册报告识别码(IRRID):PRR1-10.2196/45752。