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UbMed: A ubiquitous system for monitoring medication adherence

机译:UbMed:一种用于监测药物依从性的普遍存在系统

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One of the biggest problems with chronical patients in treatment is medication adherence. Studies indicate that taking drugs out of time influence the patient's treatment decreasing the drugs effect. To minimize this problem, we developed a ubiquitous and intelligent system able to monitor the taking of medicines and to identify whether the patient is meeting the requirements prescribed by the doctor. An architecture provided with a decision system based on rules and trees to evaluate data collected from an intelligent medicine cabinet, sensors and electronic devices available in the patient's home was designed. The system classified the drugs taken pattern and released messages on social networks, SMS, and consumer electronic devices such as TV, smartphone and tablets, without human interference. Its goal is to help keeping the medication on time and helping to decide what to do in case of missing the right time. The algorithms J48, Rep and Random tree, were tested to classify the taking medicine patterns and to chose the right services available. The obtained results are very promising and reached an acceptable accuracy rate.
机译:治疗患者的最大问题之一是药物遵守。研究表明,服用药物的时间影响患者的治疗降低药物效应。为了最大限度地减少这个问题,我们开发了一种能够监测药物的无处不在和智能的系统,并识别患者是否满足医生规定的要求。设计了一种基于规则和树的决策系统的架构,以评估从患者家中可用的智能药物柜,传感器和电子设备收集的数据。该系统将毒品分类为在社交网络,短信和消费电子设备上拍摄的模式和发布消息,例如电视,智能手机和平板电脑,没有人为干扰。其目标是帮助保持药物准时,并帮助决定在错过正确的时间的情况下做些什么。测试算法J48,REP和随机树,以对服用药物模式进行分类,并选择可用的正确服务。所获得的结果非常有前景,达到可接受的准确率。

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