AIMC Topic: Hypoglycemia

Clear Filters Showing 31 to 40 of 49 articles

A machine-learning approach to predict postprandial hypoglycemia.

BMC medical informatics and decision making Nov 6, 2019
BACKGROUND: For an effective artificial pancreas (AP) system and an improved therapeutic intervention with continuous glucose monitoring (CGM), predicting the occurrence of hypoglycemia accurately is very important. While there have been many studies...
Humans Machine Learning Algorithms Logistic Models Hypoglycemic Agents Support Vector Machine Hypoglycemia Blood Glucose Self-Monitoring Retrospective Studies Adult Sensitivity and Specificity Blood Glucose
View on PubMed DOI

Electroencephalogram Spectral Moments for the Detection of Nocturnal Hypoglycemia.

IEEE journal of biomedical and health informatics Jul 29, 2019
Hypoglycemia or low blood glucose is the most feared complication of insulin treatment of diabetes. For people with diabetes, the mismatch between the insulin therapy and the body's physiology could increase the risk of hypoglycemia. Nocturnal hypogl...
Sleep Brain Waves Diabetes Mellitus, Type 1 Bayes Theorem Electroencephalography Humans Neural Networks, Computer Algorithms Hypoglycemia Sensitivity and Specificity Diagnosis, Computer-Assisted Adolescent Child
View on PubMed DOI

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...
Humans Machine Learning Algorithms Adult Sensitivity and Specificity Male Middle Aged Blood Glucose Computer Simulation Insulin Infusion Systems Retrospective Studies Female Capillaries Reproducibility of Results Hypoglycemia Postprandial Period Blood Glucose Self-Monitoring False Positive Reactions Normal Distribution Insulin Diabetes Mellitus, Type 1 Hypoglycemic Agents Bayes Theorem
View on PubMed DOI

Risk-based postprandial hypoglycemia forecasting using supervised learning.

International journal of medical informatics Mar 11, 2019
BACKGROUND: Predicting insulin-induced postprandial hypoglycemic events is critical for the safety of type 1 diabetes patients because an early warning of hypoglycemia facilitates correction of the insulin bolus before its administration. The postpra...
Blood Glucose Insulin Diabetes Mellitus, Type 1 Hypoglycemic Agents Hypoglycemia Supervised Machine Learning Postprandial Period Insulin Infusion Systems Forecasting Retrospective Studies Female Male Humans
View on PubMed DOI

Detecting Hypoglycemia Incidents Reported in Patients' Secure Messages: Using Cost-Sensitive Learning and Oversampling to Reduce Data Imbalance.

Journal of medical Internet research Mar 11, 2019
BACKGROUND: Improper dosing of medications such as insulin can cause hypoglycemic episodes, which may lead to severe morbidity or even death. Although secure messaging was designed for exchanging nonurgent messages, patients sometimes report hypoglyc...
Natural Language Processing Hypoglycemia Electronic Health Records Female Male Social Media Humans
View on PubMed DOI

Prediction of Hypoglycemia During Aerobic Exercise in Adults With Type 1 Diabetes.

Journal of diabetes science and technology Jan 17, 2019
BACKGROUND: Fear of exercise related hypoglycemia is a major reason why people with type 1 diabetes (T1D) do not exercise. There is no validated prediction algorithm that can predict hypoglycemia at the start of aerobic exercise.
Hypoglycemia Heart Rate Pancreas, Artificial Humans Machine Learning Female Adult Male Exercise Blood Glucose Diabetes Mellitus, Type 1
View on PubMed DOI

Non-invasive prediction of blood glucose trends during hypoglycemia.

Analytica chimica acta Dec 15, 2018
Over the last four decades, there has been a pursuit for a non-invasive solution for glucose measurement, but there is not yet any viable product released. Of the many sensor modalities tried, the combination of electrical and optical measurement is ...
Blood Glucose Adult Hypoglycemia Humans Diabetes Mellitus, Type 1 Male Electric Impedance Female Models, Statistical Middle Aged Spectrum Analysis Reproducibility of Results Least-Squares Analysis Adolescent Skin Temperature Young Adult
View on PubMed DOI

Assessment of hypoglycaemia during basal insulin therapy: Temporal distribution and risk of events using a predefined or an expanded definition of nocturnal events.

Diabetes & metabolism Dec 11, 2017
AIM: To describe in type 2 diabetes the 24-hour distribution of hypoglycaemia and compare the frequency of nocturnal events based on a predefined nocturnal window or an expanded interval, using illustrative data for two insulin glargine formulations.
Blood Glucose Time Factors Diabetes Mellitus, Type 2 Insulin Glargine Hypoglycemia Female Aged Male Middle Aged Humans
View on PubMed DOI

Comparative Simulation Study of Glucose Control Methods Designed for Use in the Intensive Care Unit Setting via a Novel Controller Scoring Metric.

Journal of diabetes science and technology Jun 22, 2017
BACKGROUND: Effective glucose control in the intensive care unit (ICU) setting has the potential to decrease morbidity and mortality rates and thereby decrease health care expenditures. To evaluate what constitutes effective glucose control, typicall...
Humans Artificial Intelligence Decision Support Techniques Biomarkers Predictive Value of Tests Glucose Models, Biological Hypoglycemia Monitoring, Ambulatory Critical Care Insulin Time Factors Hyperglycemia Hypoglycemic Agents Computer Simulation Intensive Care Units Risk Factors Blood Glucose
View on PubMed DOI

Patient-level meta-analysis of efficacy and hypoglycaemia in people with type 2 diabetes initiating insulin glargine 100U/mL or neutral protamine Hagedorn insulin analysed according to concomitant oral antidiabetes therapy.

Diabetes research and clinical practice Nov 9, 2016
AIMS: Evaluate efficacy and hypoglycaemia according to concomitant oral antidiabetes drug (OAD) in people with type 2 diabetes initiating insulin glargine 100U/mL (Gla-100) or neutral protamine Hagedorn (NPH) insulin once daily.
Sulfonylurea Compounds Weight Gain Diabetes Mellitus, Type 2 Clinical Trials, Phase III as Topic Insulin Glargine Hypoglycemic Agents Clinical Trials, Phase IV as Topic Hypoglycemia Treatment Outcome Humans Administration, Oral Drug Therapy, Combination Female Insulin, Isophane Male Randomized Controlled Trials as Topic Incidence Glycated Hemoglobin
View on PubMed DOI
Popular Topics
Recent Journals