UbMed: A Ubiquitous System for Monitoring Medication Adherence

被引:0
作者
Silva, Vandermi J. [1 ]
Rodrigues, Marlos A. S. [2 ]
Barreto, Raimundo [1 ]
de Lucena, Vicente Ferreira, Jr. [1 ]
机构
[1] Fed Univ Amazonas UFAM, Manaus, Amazonas, Brazil
[2] Serv Nacl Aprendizagem Ind SENAI, Rio De Janeiro, RJ, Brazil
来源
2016 IEEE 18TH INTERNATIONAL CONFERENCE ON E-HEALTH NETWORKING, APPLICATIONS AND SERVICES (HEALTHCOM) | 2016年
关键词
medication adherence; ubiquitous system; ambient assisted living; healthcare scenarios;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
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.
引用
收藏
页码:5 / 8
页数:4
相关论文
共 9 条
  • [1] Improving Quality of Life of Elderly People Aged 85 and Older by Improving Treatment Adherence
    Alexa, Ioana Dana
    Donca, Valer Ioan
    Prada, Gabriel Ioan
    Mos, Liana Mioara
    Alexa, Ovidiu
    [J]. 2013 E-HEALTH AND BIOENGINEERING CONFERENCE (EHB), 2013,
  • [2] Gomes CEM, 2015, 2015 IEEE 5TH INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - BERLIN (ICCE-BERLIN), P98, DOI 10.1109/ICCE-Berlin.2015.7391342
  • [3] Adherence and health care costs
    Iuga, Aurel O.
    McGuire, Maura J.
    [J]. RISK MANAGEMENT AND HEALTHCARE POLICY, 2014, 7 : 35 - 44
  • [4] Maglogiannis I, 2014, 2014 EAI 4TH INTERNATIONAL CONFERENCE ON WIRELESS MOBILE COMMUNICATION AND HEALTHCARE (MOBIHEALTH), P124, DOI [10.1109/MOBIHEALTH.2014.7015925, 10.4108/icst.mobihealth.2014.257301]
  • [5] Towards a Mobile Cloud-Enabled Personalized and Context-Aware Drug Safety Advisory Framework for Mitigating Pharmaceutical Accidents
    Ramaswamy, Lakshmish
    Scott, Michael D.
    Dhillon, Sarabpreet Kaur
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON HEALTHCARE INFORMATICS (ICHI), 2014, : 220 - 225
  • [6] Efficient C4.5
    Ruggieri, S
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2002, 14 (02) : 438 - 444
  • [7] Singh N., 2014, WIR TEL S IEEE, P1, DOI [DOI 10.1109/WTS.2014.6835015, 10.1109/WTS.2014.6835015]
  • [8] Can Mobile Health Technologies Transform Health Care?
    Steinhubl, Steven R.
    Muse, Evan D.
    Topol, Eric J.
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2013, 310 (22): : 2395 - 2396
  • [9] MHS: A Multimedia System for Improving Medication Adherence in Elderly Care
    Tang, Lei
    Zhou, Xingshe
    Yu, Zhiwen
    Liang, Yunji
    Zhang, Daqing
    Ni, Hongbo
    [J]. IEEE SYSTEMS JOURNAL, 2011, 5 (04): : 506 - 517