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Accuracy of Blood Glucose Measurement and Blood Glucose Targets [PDF]
Journal of Diabetes Science and Technology, 2020 Background: To summarize new evidence regarding the methodological aspects of blood glucose control in the intensive care unit (ICU). Methods: We reviewed the literature on blood glucose control in the ICU up to August 2019 through Ovid Medline and Pubmed.
Gert-Jan Eerdekens +2 more
openaire +4 more sources
Machine learning for the diagnosis of early stage diabetes using temporal glucose profiles [PDF]
, 2020 Machine learning shows remarkable success for recognizing patterns in data. Here we apply the machine learning (ML) for the diagnosis of early stage diabetes, which is known as a challenging task in medicine. Blood glucose levels are tightly regulated by two counter-regulatory hormones, insulin and glucagon, and the failure of the glucose homeostasis ...
Jo, Junghyo +2 more
arxiv +3 more sources
Predicting Blood Glucose with an LSTM and Bi-LSTM Based Deep Neural Network [PDF]
arXiv, 2018 A deep learning network was used to predict future blood glucose levels, as this can permit diabetes patients to take action before imminent hyperglycaemia and hypoglycaemia. A sequential model with one long-short-term memory (LSTM) layer, one bidirectional LSTM layer and several fully connected layers was used to predict blood glucose levels for ...
Qingnan Sun +3 more
arxiv +3 more sources
Undergraduate Journal of Mathematical Modeling: One + Two, 2011 The purpose of this study was to establish a mathematical model which can be used to estimate glucose levels in the blood over time. The equations governing this process were manipulated with the use of techniques such as separation of variables and ...
Carlos Estela
doaj +5 more sources
A deep learning approach to diabetic blood glucose prediction [PDF]
Front. Appl. Math. Stat., 14 July 2017, 2017 We consider the question of 30-minute prediction of blood glucose levels measured by continuous glucose monitoring devices, using clinical data. While most studies of this nature deal with one patient at a time, we take a certain percentage of patients in the data set as training data, and test on the remainder of the patients; i.e., the machine need ...
H. Mhaskar, S. Pereverzyev, M. D. Walt
arxiv +3 more sources
A Simple Photometer as a Helping Device in Measuring Blood Glucose [PDF]
Makara Journal of Health Research, 2014 Measurement of non-invasive blood glucose is one way to increase the frequency of self-monitoring of blood glucose (SMBG). For NIR reflectance spectroscopy, its application in non-invasive constrained by high value of standard error of prediction.
Aryo Tedjo +5 more
doaj +2 more sources
Comparison of Fingertip vs Palm Site Sampling on Pain Perception, and Variation in Capillary Blood Glucose Level among Patients with Diabetes Mellitus [PDF]
Journal of Caring Sciences, 2020 Introduction: Glycaemic status of the patient is often monitored using capillary blood glucose test which is fairly accurate. Traditional finger stick sampling is done to obtain sample, which can be painful and may be a barrier for repeated testing.
Anupama Anitha Pavithran +4 more
doaj +1 more source
Healthy Living: Checking Blood Glucose
EDIS, 2015 Checking your blood glucose levels is an important part of managing diabetes. Your blood glucose values let you know how well your care plan is working and if you need to make any changes.
Jennifer Hillan, Linda B. Bobroff
doaj +5 more sources
Everything You Wanted to Know About Noninvasive Glucose Measurement and Control [PDF]
IEEE Consumer Electronics Magazine-2021, 2021 Diabetes is a chronicle disease where the body of a human is irregular to dissolve the blood glucose properly. The diabetes is due to lack of insulin in human body. The continuous monitoring of blood glucose is main important aspect for health care. Most of the successful glucose monitoring devices is based on methodology of pricking of blood. However,
arxiv +1 more source
Journal of Laboratory Medicine, 2023 Differences between capillary and venous glucose concentrations have been reported in the past. In continuous glucose monitoring (CGM) system performance studies, comparator measurements are often performed in venous samples, despite CGM systems ...
Pleus Stefan +9 more
doaj +1 more source