AIMC Topic: Blood Glucose Self-Monitoring

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Minimizing postprandial hypoglycemia in Type 1 diabetes patients using multiple insulin injections and capillary blood glucose self-monitoring with machine learning techniques.

Computer methods and programs in biomedicine Jun 27, 2019
BACKGROUND: Diabetic patients treated with intensive insulin therapies require a tight glycemic control and may benefit from advanced tools to predict blood glucose (BG) concentration levels and hypo/hyperglycemia events. Prediction systems using mac...
Capillaries Blood Glucose Self-Monitoring Humans False Positive Reactions Normal Distribution Insulin Infusion Systems Male Middle Aged Blood Glucose Insulin Bayes Theorem Hypoglycemia Female Postprandial Period Reproducibility of Results Adult Diabetes Mellitus, Type 1 Sensitivity and Specificity Hypoglycemic Agents Machine Learning Algorithms Computer Simulation Retrospective Studies
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How Knowledge Emerges From Artificial Intelligence Algorithm and Data Visualization for Diabetes Management.

Journal of diabetes science and technology May 21, 2019
BACKGROUND: Self-monitoring blood glucose (SMBG) is facilitated by application available to analyze these data. They are mainly based on descriptive statistical analyses. In this study, we are proposing a method inspired by artificial intelligence al...
Blood Glucose Diabetes Mellitus Blood Glucose Self-Monitoring Data Visualization Humans Machine Learning Algorithms
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Simple Linear Support Vector Machine Classifier Can Distinguish Impaired Glucose Tolerance Versus Type 2 Diabetes Using a Reduced Set of CGM-Based Glycemic Variability Indices.

Journal of diabetes science and technology Mar 31, 2019
BACKGROUND: Many glycemic variability (GV) indices exist in the literature. In previous works, we demonstrated that a set of GV indices, extracted from continuous glucose monitoring (CGM) data, can distinguish between stages of diabetes progression. ...
Blood Glucose Self-Monitoring Datasets as Topic Glucose Intolerance Glycemic Control Support Vector Machine Diagnosis, Differential Predictive Value of Tests Data Interpretation, Statistical Health Status Indicators Algorithms Female Reproducibility of Results Aged Middle Aged Blood Glucose Diabetes Mellitus, Type 2 Adult Male Humans
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A Group Decision Making Framework Based on Neutrosophic TOPSIS Approach for Smart Medical Device Selection.

Journal of medical systems Jan 10, 2019
Advances in the medical industry has become a major trend because of the new developments in information technologies. This research offers a novel approach for estimating the smart medical devices (SMDs) selection process in a group decision making ...
Fuzzy Logic Decision Making Blood Glucose Self-Monitoring Humans Decision Support Techniques Wearable Electronic Devices Diabetes Mellitus
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A Dual Mode Adaptive Basal-Bolus Advisor Based on Reinforcement Learning.

IEEE journal of biomedical and health informatics Dec 17, 2018
Self-monitoring of blood glucose (SMBG) and continuous glucose monitoring (CGM) are commonly used by type 1 diabetes (T1D) patients to measure glucose concentrations. The proposed adaptive basal-bolus algorithm (ABBA) supports inputs from either SMBG...
Precision Medicine Female Adult Male Diabetes Mellitus, Type 1 Blood Glucose Self-Monitoring Insulin Infusion Systems Blood Glucose Humans Insulin Machine Learning Algorithms Computer Simulation
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The Promise and Perils of Wearable Physiological Sensors for Diabetes Management.

Journal of diabetes science and technology Mar 15, 2018
Development of truly useful wearable physiologic monitoring devices for use in diabetes management is still in its infancy. From wearable activity monitors such as fitness trackers and smart watches to contact lenses measuring glucose levels in tears...
Humans Machine Learning Wearable Electronic Devices Diabetes Mellitus, Type 1 Blood Glucose Self-Monitoring
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Commercial glucometer as signal transducer for simple evaluation of DNA methyltransferase activity and inhibitors screening.

Analytica chimica acta Nov 23, 2017
DNA methyltransferase (MTase) plays an important role in many biological processes and has been recognized as a predictive cancer biomarker far before other signs of malignancy and a therapeutic target in cancer treatment. Thus simple and sensitive d...
Blood Glucose Self-Monitoring Enzyme Inhibitors Enzyme Assays DNA-Cytosine Methylases DNA Methylation Limit of Detection Equipment Design Drug Evaluation, Preclinical Humans Antineoplastic Agents Biosensing Techniques Signal Transduction
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Stress Testing of an Artificial Pancreas System With Pizza and Exercise Leads to Improvements in the System's Fuzzy Logic Controller.

Journal of diabetes science and technology Sep 14, 2015
BACKGROUND: Under controlled conditions, the Dose Safety artificial pancreas (AP) system controller, which utilizes "fuzzy logic" (FL) methodology to calculate and deliver appropriate insulin dosages based on changes in blood glucose, successfully ma...
Materials Testing Humans Blood Glucose Self-Monitoring Drug Dosage Calculations Stress, Physiological Adult Insulin Infusion Systems Male Pancreas, Artificial Exercise Dietary Carbohydrates Blood Glucose Dietary Fats Insulin Fuzzy Logic Algorithms Predictive Value of Tests Female Equipment Design Reproducibility of Results Signal Processing, Computer-Assisted Young Adult Time Factors Diabetes Mellitus, Type 1 Hypoglycemic Agents Treatment Outcome
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Hypoglycemia prediction using machine learning models for patients with type 2 diabetes.

Journal of diabetes science and technology Oct 14, 2014
Minimizing the occurrence of hypoglycemia in patients with type 2 diabetes is a challenging task since these patients typically check only 1 to 2 self-monitored blood glucose (SMBG) readings per day. We trained a probabilistic model using machine lea...
Diabetes Mellitus, Type 2 Hypoglycemia Blood Glucose Self-Monitoring Prognosis Retrospective Studies Reproducibility of Results Sensitivity and Specificity Humans Machine Learning Algorithms Computer Simulation
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Enhancing Chronic Diabetes Care with Companion Robots in Rural Taiwan.

Studies in health technology and informatics Aug 7, 2025
Managing chronic diabetes in rural Taiwan remains challenging due to limited medical access and low health literacy. This pilot study evaluated a two-month, two-phase intervention using Bluetooth-enabled glucometers, smart wristbands, and a gamified ...
Humans Female Aged Taiwan Chronic Disease Robotics Telemedicine Blood Glucose Self-Monitoring Male Pilot Projects Rural Population Diabetes Mellitus
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