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Deployment of assistive living technology in a nursing home environment: methods and lessons learned

机译:在疗养院环境中部署辅助生活技术:方法和经验教训

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Background With an ever-growing ageing population, dementia is fast becoming the chronic disease of the 21st century. Elderly people affected with dementia progressively lose their autonomy as they encounter problems in their Activities of Daily Living (ADLs). Hence, they need supervision and assistance from their family members or professional caregivers, which can often lead to underestimated psychological and financial stress for all parties. The use of Ambient Assistive Living (AAL) technologies aims to empower people with dementia and relieve the burden of their caregivers. The aim of this paper is to present the approach we have adopted to develop and deploy a system for ambient assistive living in an operating nursing home, and evaluate its performance and usability in real conditions. Based on this approach, we emphasise on the importance of deployments in real world settings as opposed to prototype testing in laboratories. Methods We chose to conduct this work in close partnership with end-users (dementia patients) and specialists in dementia care (professional caregivers). Our trial was conducted during a period of 14 months within three rooms in a nursing home in Singapore, and with the participation of eight dementia patients and two caregivers. A technical ambient assistive living solution, consisting of a set of sensors and devices controlled by a software platform, was deployed in the collaborating nursing home. The trial was preceded by a pre-deployment period to organise several observation sessions with dementia patients and focus group discussions with professional caregivers. A process of ground truth and system’s log data gathering was also planned prior to the trial and a system performance evaluation was realised during the deployment period with the help of caregivers. An ethical approval was obtained prior to real life deployment of our solution. Results Patients’ observations and discussions allowed us to gather a set of requirements that a system for elders with mild-dementia should fulfil. In fact, our deployment has exposed more concrete requirements and problems that need to be addressed, and which cannot be identified in laboratory testing. Issues that were neither forecasted during the design phase nor during the laboratory testing surfaced during deployment, thus affecting the effectiveness of the proposed solution. Results of the system performance evaluation show the evolution of system precision and uptime over the deployment phases, while data analysis demonstrates the ability to provide early detection of the degradation of patients’ conditions. A qualitative feedback was collected from caregivers and doctors and a set of lessons learned emerged from this deployment experience. (Continued on next page) (Continued from previous page) Conclusion Lessons learned from this study were very useful for our research work and can serve as inspiration for developers and providers of assistive living services. They confirmed the importance of real deployment to evaluate assistive solutions especially with the involvement of professional caregivers. They also asserted the need for larger deployments. Larger deployments will allow to conduct surveys on assistive solutions social and health impact, even though they are time and manpower consuming during their first phases.
机译:背景技术随着人口老龄化的增长,痴呆正迅速成为21世纪的慢性疾病。老年痴呆症患者在日常生活活动(ADL)中遇到问题时,他们逐渐失去了自主权。因此,他们需要家人或专业护理人员的监督和协助,这通常会导致各方低估心理和财务压力。使用环境辅助生活(AAL)技术旨在增强痴呆症患者的能力并减轻其护理人员的负担。本文的目的是介绍我们采用的方法来开发和部署一个在手术疗养院中用于环境辅助生活的系统,并评估其在实际条件下的性能和可用性。基于这种方法,我们强调在实际环境中进行部署的重要性,而不是在实验室中进行原型测试。方法我们选择与最终用户(痴呆症患者)和痴呆症护理专家(专业护理人员)密切合作进行这项工作。我们的试验是在14个月的时间内在新加坡一家养老院的三个房间内进行的,有8名痴呆症患者和2名护理人员参加。在协作的养老院中部署了一种技术环境辅助生活解决方案,该解决方案由一组传感器和受软件平台控制的设备组成。在试验之前有一个部署前阶段,与痴呆症患者组织几次观察会议,并与专业护理人员进行焦点小组讨论。在试验之前,还计划了地面真相和系统日志数据的收集过程,并且在部署期间,在看护人的帮助下实现了系统性能评估。在实际部署我们的解决方案之前,已获得道德认证。结果患者的观察和讨论使我们能够收集一组要求,以实现轻度痴呆老年人的系统。实际上,我们的部署暴露了更具体的要求和需要解决的问题,而这些问题在实验室测试中无法发现。在设计阶段和实验室测试期间都没有预测到的问题在部署过程中浮出水面,从而影响了所提出解决方案的有效性。系统性能评估的结果显示了在部署阶段中系统精度和正常运行时间的演变,而数据分析表明了能够提供早期发现患者病情恶化的能力。从护理人员和医生那里收集了定性反馈,从这种部署经验中吸取了一系列教训。 (续下页)(续上一页)结论从本研究中学到的经验教训对于我们的研究工作非常有用,并且可以为辅助生活服务的开发商和提供者提供灵感。他们确认了实际部署对评估辅助解决方案的重要性,尤其是在专业护理人员的参与下。他们还声称需要进行更大的部署。较大的部署量将允许对辅助解决方案的社会和健康影响进行调查,即使它们在第一阶段消耗时间和人力。

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