Suppr超能文献

一种用于减少老年人久坐行为的即时适应性干预(JITAI)的概念化。

The conceptualization of a Just-In-Time Adaptive Intervention (JITAI) for the reduction of sedentary behavior in older adults.

作者信息

Müller Andre Matthias, Blandford Ann, Yardley Lucy

机构信息

Centre for Clinical and Community Applications of Health Psychology (CCCAHP), School of Psychology, Faculty of Social, Human and Mathematical Sciences, University of Southampton, Southampton, UK.

Institute of Digital Health, University College London, London, UK.

出版信息

Mhealth. 2017 Sep 12;3:37. doi: 10.21037/mhealth.2017.08.05. eCollection 2017.

Abstract

Low physical activity and high sedentary behavior in older adults can be addressed with interventions that are delivered through modern technology. Just-In-Time Adaptive Interventions (JITAIs) are an emerging technology-driven behavior-change intervention type and capitalize on data that is collected via mobile sensing technology (e.g., smartphones) to trigger appropriate support in real-life. In this paper we integrated behavior change and aging theory and research as well as knowledge around older adult's technology use to conceptualize a JITAI targeting the reduction of sedentary behavior in older adults. The JITAIs ultimate goal is to encourage older adults to take regular activity breaks from prolonged sitting. As a proximal outcome, we suggest the number of daily activity breaks from sitting. Support provided to interrupt sitting time can be based on tailoring variables: (I) the current accumulated sitting time; (II) the location of the individual; (III) the time of the day; (IV) the frequency of daily support prompts; and (V) the response to previous support prompts. Data on these variables can be collected using sensors that are commonly inbuilt into smartphones (e.g., accelerometer, GPS). Support prompts might be best delivered via traditional text messages as older adults are usually familiar and comfortable with this function. The content of the prompts should encourage breaks from prolonged sitting by highlighting immediate benefits of sitting time interruptions. Additionally, light physical activities that could be done during the breaks should also be presented (e.g., walking into the kitchen to prepare a cup of tea). Although the conceptualized JITAI can be developed and implemented to test its efficacy, more work is required to identify ways to collect, aggregate, organize and immediately use dense data on the proposed and other potentially important tailoring variables. Machine learning and other computational modelling techniques commonly used by computer scientists and engineers appear promising. With this, to develop powerful JITAIs and to actualize the full potential of modern sensing technologies transdisciplinary approaches are required.

摘要

老年人身体活动不足和久坐行为过多的问题可以通过现代技术进行干预来解决。即时自适应干预(JITAIs)是一种新兴的技术驱动型行为改变干预类型,它利用通过移动传感技术(如智能手机)收集的数据,在现实生活中触发适当的支持。在本文中,我们整合了行为改变与衰老理论及研究,以及关于老年人技术使用的知识,以构思一种针对减少老年人久坐行为的即时自适应干预。即时自适应干预的最终目标是鼓励老年人在长时间坐着时定期进行活动休息。作为一个近端结果,我们建议每天从坐着状态中进行活动休息的次数。为打断久坐时间提供的支持可以基于以下定制变量:(I)当前累计久坐时间;(II)个人所在位置;(III)一天中的时间;(IV)每日支持提示的频率;以及(V)对先前支持提示的反应。关于这些变量的数据可以使用智能手机中常见的内置传感器(如加速度计、全球定位系统)来收集。支持提示最好通过传统短信发送,因为老年人通常对这个功能熟悉且感到舒适。提示的内容应通过强调打断久坐时间的直接益处来鼓励从长时间坐着中休息。此外,还应展示在休息期间可以进行的轻度身体活动(如走进厨房泡一杯茶)。尽管可以开发并实施所构思的即时自适应干预来测试其效果,但还需要做更多工作来确定收集、汇总、整理和立即使用关于所提议的以及其他潜在重要定制变量的密集数据的方法。计算机科学家和工程师常用的机器学习及其他计算建模技术似乎很有前景。由此,要开发强大的即时自适应干预并实现现代传感技术的全部潜力,需要跨学科方法。

相似文献

引用本文的文献

本文引用的文献

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验