Computer Aided Detection System for Prediction of the Malaise during Hemodialysis
المؤلفون المشاركون
Tangaro, Sabina
Amoroso, Nicola
Bellotti, Roberto
Fanizzi, Annarita
Corciulo, Roberto
Garuccio, Elena
Gesualdo, Loreto
Loizzo, Giuliana
Procaccini, Deni Aldo
Vernò, Lucia
المصدر
Computational and Mathematical Methods in Medicine
العدد
المجلد 2016، العدد 2016 (31 ديسمبر/كانون الأول 2016)، ص ص. 1-10، 10ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2016-03-06
دولة النشر
مصر
عدد الصفحات
10
التخصصات الرئيسية
الملخص EN
Monitoring of dialysis sessions is crucial as different stress factors can yield suffering or critical situations.
Specialized personnel is usually required for the administration of this medical treatment; nevertheless, subjects whose clinical status can be considered stable require different monitoring strategies when compared with subjects with critical clinical conditions.
In this case domiciliary treatment or monitoring can substantially improve the quality of life of patients undergoing dialysis.
In this work, we present a Computer Aided Detection (CAD) system for the telemonitoring of patients’ clinical parameters.
The CAD was mainly designed to predict the insurgence of critical events; it consisted of two Random Forest (RF) classifiers: the first one ( R F 1 ) predicting the onset of any malaise one hour after the treatment start and the second one ( R F 2 ) again two hours later.
The developed system shows an accurate classification performance in terms of both sensitivity and specificity.
The specificity in the identification of nonsymptomatic sessions and the sensitivity in the identification of symptomatic sessions for R F 2 are equal to 86.60% and 71.40%, respectively, thus suggesting the CAD as an effective tool to support expert nephrologists in telemonitoring the patients.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Tangaro, Sabina& Fanizzi, Annarita& Amoroso, Nicola& Corciulo, Roberto& Garuccio, Elena& Gesualdo, Loreto…[et al.]. 2016. Computer Aided Detection System for Prediction of the Malaise during Hemodialysis. Computational and Mathematical Methods in Medicine،Vol. 2016, no. 2016, pp.1-10.
https://search.emarefa.net/detail/BIM-1100218
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Tangaro, Sabina…[et al.]. Computer Aided Detection System for Prediction of the Malaise during Hemodialysis. Computational and Mathematical Methods in Medicine No. 2016 (2016), pp.1-10.
https://search.emarefa.net/detail/BIM-1100218
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Tangaro, Sabina& Fanizzi, Annarita& Amoroso, Nicola& Corciulo, Roberto& Garuccio, Elena& Gesualdo, Loreto…[et al.]. Computer Aided Detection System for Prediction of the Malaise during Hemodialysis. Computational and Mathematical Methods in Medicine. 2016. Vol. 2016, no. 2016, pp.1-10.
https://search.emarefa.net/detail/BIM-1100218
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1100218
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر