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Advancing the COACH automated prompting system toward an unsupervised, real-world deployment.

机译:将COACH自动提示系统推进到无人监督的实际部署中。

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摘要

The COACH is a prototype automated prompting system designed to encourage independent participation in daily tasks by older adults with dementia. Supervised, clinical trials with the COACH were promising, yet little was known about the capabilities of the system in an unsupervised, real-world environment or the needs of the system's users in such a deployment. To continue development of the COACH toward an unsupervised, real-world in-home deployment I employed an informed approach. First, the needs of the users of the system were identified through a national questionnaire completed by family caregivers of older adults with dementia and validated using a follow-up focus group. Participants indicated that the COACH should provide unobtrusive support of private or personal tasks by leveraging the remaining abilities of the older adults with dementia using the system, promoting independent task completion. Next, the performance of the COACH was evaluated in an unsupervised, real-world clinical deployment. One of the COACH modules responsible for tracking the interactions between the system users and objects in the environment was implicated as the cause of the majority of the failures, successfully identifying only 46.9% of the task steps completed by the trial participants. The technical factors limiting system performance in the real-world clinical deployment were synthesized with the needs of the users to develop technical design criteria which were used to guide the development of an improved COACH prototype. The performance of the new COACH prototype was evaluated in a second supervised deployment, resulting in the successful identification of 93.7% of the task steps completed by trial participants. Encouraged by these results, the COACH system is again ready for evaluation in an unsupervised, real-world environment.
机译:COACH是一个原型自动提示系统,旨在鼓励患有痴呆症的老年人独立参与日常任务。在COACH的监督下进行的临床试验是有希望的,但对于在无监督的真实环境中系统的功能或在这种部署中系统用户的需求知之甚少。为了继续开发COACH,以实现无人监管的现实家庭部署,我采用了一种明智的方法。首先,通过全国老年痴呆症患者的家庭看护人填写的国家调查表确定了系统用户的需求,并通过后续焦点小组进行了验证。与会者指出,COACH应利用系统中的老年痴呆症患者的剩余功能,促进独立完成任务,从而为私人或个人任务提供不加干扰的支持。接下来,在无监督的实际临床部署中评估了COACH的性能。负责跟踪环境中系统用户与对象之间的交互的COACH模块之一被认为是造成大多数故障的原因,仅成功识别了46.9%的试验参与者完成的任务步骤。根据用户的需求,综合了限制现实世界临床部署中系统性能的技术因素,以开发技术设计标准,这些标准用于指导改进的COACH原型的开发。新的COACH原型的性能在第二次有监督的部署中进行了评估,从而成功地确定了试验参与者完成的93.7%的任务步骤。受这些结果的鼓舞,COACH系统再次准备好在无监督的真实环境中进行评估。

著录项

  • 作者

    Czarnuch, Stephen.;

  • 作者单位

    University of Toronto (Canada).;

  • 授予单位 University of Toronto (Canada).;
  • 学科 Biomedical engineering.
  • 学位 Ph.D.
  • 年度 2014
  • 页码 136 p.
  • 总页数 136
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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