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COLAEVA:面向老年人的虚拟辅导的基于 Web 的可视化分析和数据挖掘工具。

COLAEVA: Visual Analytics and Data Mining Web-Based Tool for Virtual Coaching of Older Adult Populations.

机构信息

Vicomtech Foundation, Basque Research and Technology Alliance (BRTA), 20009 San Sebastián, Spain.

Biodonostia Health Research Institute, 20014 San Sebastián, Spain.

出版信息

Sensors (Basel). 2021 Nov 30;21(23):7991. doi: 10.3390/s21237991.

Abstract

The global population is aging in an unprecedented manner and the challenges for improving the lives of older adults are currently both a strong priority in the political and healthcare arena. In this sense, preventive measures and telemedicine have the potential to play an important role in improving the number of healthy years older adults may experience and virtual coaching is a promising research area to support this process. This paper presents COLAEVA, an interactive web application for older adult population clustering and evolution analysis. Its objective is to support caregivers in the design, validation and refinement of coaching plans adapted to specific population groups. COLAEVA enables coaching caregivers to interactively group similar older adults based on preliminary assessment data, using AI features, and to evaluate the influence of coaching plans once the final assessment is carried out for a baseline comparison. To evaluate COLAEVA, a usability test was carried out with 9 test participants obtaining an average SUS score of 71.1. Moreover, COLAEVA is available online to use and explore.

摘要

全球人口正以前所未有的方式老龄化,改善老年人生活的挑战目前是政治和医疗保健领域的重中之重。从这个意义上说,预防措施和远程医疗有可能在改善老年人健康预期寿命方面发挥重要作用,而虚拟教练是支持这一进程的一个有前途的研究领域。本文介绍了 COLAEVA,这是一个用于老年人群聚类和演变分析的交互式网络应用程序。其目的是为护理人员提供支持,帮助他们设计、验证和完善针对特定人群的教练计划。COLAEVA 使教练护理人员能够根据初步评估数据,使用 AI 功能,对相似的老年人进行交互式分组,并且在最终评估完成后,针对基线比较,评估教练计划的影响。为了评估 COLAEVA,对 9 名测试参与者进行了可用性测试,获得了平均 SUS 得分为 71.1。此外,COLAEVA 可供在线使用和探索。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2761/8659844/099ebf564fa5/sensors-21-07991-g0A1.jpg

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