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Mobile Phone-Based Measures of Activity, Step Count, and Gait Speed: Results From a Study of Older Ambulatory Adults in a Naturalistic Setting.基于手机的活动、步数及步速测量:一项针对自然环境中老年人动态活动的研究结果
JMIR Mhealth Uhealth. 2017 Oct 3;5(10):e104. doi: 10.2196/mhealth.5090.
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Internet Searches and Their Relationship to Cognitive Function in Older Adults: Cross-Sectional Analysis.互联网搜索及其与老年人认知功能的关系:横断面分析
J Med Internet Res. 2017 Sep 6;19(9):e307. doi: 10.2196/jmir.7671.
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Assessing Smart Phones for Generating Life-space Indicators.评估用于生成生活空间指标的智能手机。
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Development of an adaptive, personalized, and scalable dementia care program: Early findings from the Care Ecosystem.一种适应性、个性化且可扩展的痴呆症护理项目的开发:护理生态系统的早期发现。
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Clin J Sport Med. 2017 Jul;27(4):400-408. doi: 10.1097/JSM.0000000000000362.
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Automated Health Alerts Using In-Home Sensor Data for Embedded Health Assessment.基于家庭传感器数据的自动健康警报实现嵌入式健康评估
IEEE J Transl Eng Health Med. 2015 Apr 10;3:2700111. doi: 10.1109/JTEHM.2015.2421499. eCollection 2015.
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A Remote Medication Monitoring System for Chronic Heart Failure Patients to Reduce Readmissions: A Two-Arm Randomized Pilot Study.一种用于慢性心力衰竭患者以减少再入院率的远程药物监测系统:双臂随机试点研究。
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Effectiveness of Remote Patient Monitoring After Discharge of Hospitalized Patients With Heart Failure: The Better Effectiveness After Transition -- Heart Failure (BEAT-HF) Randomized Clinical Trial.心力衰竭住院患者出院后远程患者监测的有效性:过渡后更佳有效性——心力衰竭(BEAT-HF)随机临床试验
JAMA Intern Med. 2016 Mar;176(3):310-8. doi: 10.1001/jamainternmed.2015.7712.
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Effect of telehealth on hospital utilisation and mortality in routine clinical practice: a matched control cohort study in an early adopter site.远程医疗对常规临床实践中医院利用率和死亡率的影响:在一个早期采用地点进行的匹配对照队列研究。
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Overcoming Clinical Inertia: A Randomized Clinical Trial of a Telehealth Remote Monitoring Intervention Using Paired Glucose Testing in Adults With Type 2 Diabetes.克服临床惰性:一项针对 2 型糖尿病成人患者采用配对血糖检测的远程医疗远程监测干预的随机临床试验。
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在社区居住的阿尔茨海默病和相关痴呆患者中,对功能状态的扩展、连续测量:基础设施、表现、权衡、初步数据和前景。

Extended, continuous measures of functional status in community dwelling persons with Alzheimer's and related dementia: Infrastructure, performance, tradeoffs, preliminary data, and promise.

机构信息

Department of Physics, Randolph College, Lynchburg, VA, 24503, USA.

Department of Civil and Environmental Engineering, University of California, Berkeley, Berkeley, CA, 94720, USA.

出版信息

J Neurosci Methods. 2018 Apr 15;300:59-67. doi: 10.1016/j.jneumeth.2017.08.034. Epub 2017 Sep 1.

DOI:10.1016/j.jneumeth.2017.08.034
PMID:28865985
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5832626/
Abstract

BACKGROUND

The past decades have seen phenomenal growth in the availability of inexpensive and powerful personal computing devices. Efforts to leverage these devices to improve health care outcomes promise to remake many aspects of healthcare delivery, but remain in their infancy.

NEW METHOD

We describe the development of a mobile health platform designed for daily measures of functional status in ambulatory, community dwelling subjects, including those who have Alzheimer's disease or related neurodegenerative disorders. Using Smartwatches and Smartphones we measure subject overall activity and outdoor location (to derive their lifespace). These clinically-relevant measures allow us to track a subject's functional status in their natural environment over prolonged periods of time without repeated visits to healthcare providers. Functional status metrics are integrated with medical information and caregiver reports, which are used by a caregiving team to guide referrals for physician/APRN/NP care. COMPARISON: with Existing Methods We describe the design tradeoffs involved in all aspects of our current system architecture, focusing on decisions with significant impact on system cost, performance, scalability, and user-adherence.

RESULTS

We provide real-world data from current subject enrollees demonstrating system accuracy and reliability.

CONCLUSIONS

We document real-world feasibility in a group of men and women with dementia that Smartwatches/Smartphones can provide long-term, relevant clinical data regarding individual functional status. We describe the underlying considerations of this system so that interested organizations can adapt and scale our approach to their needs. Finally, we provide a potential agenda to guide development of future systems.

摘要

背景

过去几十年,廉价、功能强大的个人计算设备的数量呈指数级增长。利用这些设备改善医疗保健效果的努力有望重塑医疗服务的许多方面,但仍处于起步阶段。

新方法

我们描述了一个移动健康平台的开发,该平台旨在对门诊、社区居住的受试者进行日常功能状态测量,包括患有阿尔茨海默病或相关神经退行性疾病的受试者。我们使用智能手表和智能手机来测量受试者的总体活动和户外位置(以确定他们的生活空间)。这些具有临床意义的测量指标使我们能够在不频繁访问医疗保健提供者的情况下,在自然环境中长时间跟踪受试者的功能状态。功能状态指标与医疗信息和护理人员报告集成在一起,由护理团队用于指导医生/APRN/NP 护理的转介。

与现有方法的比较

我们描述了我们当前系统架构各个方面涉及的设计权衡,重点介绍了对系统成本、性能、可扩展性和用户依从性有重大影响的决策。

结果

我们提供了当前受试者登记的真实世界数据,证明了系统的准确性和可靠性。

结论

我们记录了一组患有痴呆症的男性和女性的真实世界可行性,证明智能手表/智能手机可以提供关于个体功能状态的长期、相关的临床数据。我们描述了该系统的基本考虑因素,以便感兴趣的组织可以根据自己的需求调整和扩展我们的方法。最后,我们提供了一个潜在的议程来指导未来系统的发展。