健康促进个性化教练的概念化

Martin W. Gerdes, S. Martinez, D. Tjondronegoro
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引用次数: 18

摘要

以证据为基础的健康促进计划实施临床实践指南,该指南建立在特定时期内收集的一定数量参与者的临床试验结果之上。可穿戴技术允许连续观察多个公民的健康参数,结合监测公民健康的活动和环境参数。统计推断模型可以利用机器学习技术和来自多个公民连续观察的知识,描述多维活动与上下文参数、个人健康和可比参考群体之间的关系。本文提出了一个教练系统的整体概念,即eCoach,它结合了随机对照试验的专业医学证据,以及个人和参考知识,以创建和加强基于健康的建议。eCoach通过持续的个性化指导对话来适应这些建议,以满足公民的需求和偏好。
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Conceptualization of a personalized ecoach for wellness promotion
Evidence-based health promotion programs implement clinical practice guidelines built upon results of clinical trials with a definite number of participants, collected during a specific period of time. Wearable technologies allow for continuous observation of wellness parameters of multiple citizens, combined with monitoring of activities and context parameters involved in citizens' wellness. A statistical inference model can describe the relation between multidimensional activities and context parameters, the wellness of an individual and a comparable reference group, utilizing machine learning techniques and knowledge from continuous observations of multiple citizens. This paper presents a holistic concept of a coach system, namely eCoach, that combines specialized medical evidence available from randomized control trials, with individual and reference knowledge to create and reinforce wellness-based recommendations. The eCoach adapts these recommendations in a continuous personalized coaching dialog addressing citizen's needs and preferences.
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