AIMC Topic: Blood Glucose

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Prediction of Incident Diabetes in the Jackson Heart Study Using High-Dimensional Machine Learning.

PloS one Oct 11, 2016
Statistical models to predict incident diabetes are often based on limited variables. Here we pursued two main goals: 1) investigate the relative performance of a machine learning method such as Random Forests (RF) for detecting incident diabetes in ...
Humans Follow-Up Studies C-Reactive Protein Glycated Hemoglobin Leptin Waist Circumference Male Cholesterol, HDL Middle Aged Anthropometry Machine Learning Blood Glucose Adiponectin Biomarkers Incidence Triglycerides Female Diabetes Mellitus, Type 2 Black or African American Aged Models, Theoretical Demography Adult
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Performance Analysis of Fuzzy-PID Controller for Blood Glucose Regulation in Type-1 Diabetic Patients.

Journal of medical systems Oct 6, 2016
This paper presents Fuzzy-PID (FPID) control scheme for a blood glucose control of type 1 diabetic subjects. A new metaheuristic Cuckoo Search Algorithm (CSA) is utilized to optimize the gains of FPID controller. CSA provides fast convergence and is ...
Blood Glucose Insulin Diabetes Mellitus, Type 1 Models, Theoretical Hypoglycemic Agents Fuzzy Logic Algorithms
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Temporal changes in plasma markers of oxidative stress following laparoscopic sleeve gastrectomy in subjects with impaired glucose regulation.

Surgery for obesity and related diseases : official journal of the American Society for Bariatric Surgery Aug 31, 2016
BACKGROUND: Laparoscopic sleeve gastrectomy (LSG) is an effective treatment for obesity and associated metabolic complications. Obesity and type 2 diabetes are associated with increased oxidative stress. Previous studies have examined changes in plas...
Diabetes Mellitus, Type 2 Obesity, Morbid Humans Adult Prospective Studies Glucose Tolerance Test Antioxidants Male Biomarkers Homeostasis Postoperative Care Middle Aged Female Glucose Intolerance Blood Glucose Young Adult Thiobarbiturates Oxidative Stress Laparoscopy Gastrectomy
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Acceptability of Robot Assistant in Management of Type 1 Diabetes in Children.

Diabetes technology & therapeutics Aug 1, 2016
BACKGROUND: To find out whether children with type 1 diabetes accept a humanoid robot as an assistant in their diabetes management. In particular, the study aims to determine how the patients feel the robot may contribute to their care and how they r...
Self Care Male Diabetes Mellitus, Type 1 Humans Adolescent Hypoglycemic Agents Female Blood Glucose Robotics Insulin Patient Acceptance of Health Care Child
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Model-Free Machine Learning in Biomedicine: Feasibility Study in Type 1 Diabetes.

PloS one Jul 21, 2016
Although reinforcement learning (RL) is suitable for highly uncertain systems, the applicability of this class of algorithms to medical treatment may be limited by the patient variability which dictates individualised tuning for their usually multipl...
Time Factors Child Diabetes Mellitus, Type 1 Hyperglycemia Feasibility Studies Biomedical Research Adolescent Blood Glucose Insulin Cohort Studies Humans Machine Learning Algorithms Computer Simulation Adult
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Non-invasive hypoglycemia monitoring system using extreme learning machine for Type 1 diabetes.

ISA transactions Jun 13, 2016
Hypoglycemia is a very common in type 1 diabetic persons and can occur at any age. It is always threatening to the well-being of patients with Type 1 diabetes mellitus (T1DM) since hypoglycemia leads to seizures or loss of consciousness and the possi...
Hypoglycemia Long QT Syndrome Heart Rate Machine Learning Humans Algorithms Neural Networks, Computer Computer Simulation Male Female Adolescent Reproducibility of Results Blood Glucose Child Diabetes Mellitus, Type 1 Electrocardiography
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Serum 25-hydroxyvitamin D and metabolic syndrome in a Japanese working population: The Furukawa Nutrition and Health Study.

Nutrition (Burbank, Los Angeles County, Calif.) Mar 16, 2016
OBJECTIVE: Increasing evidence has suggested a protective role of vitamin D on metabolic syndrome (MetS). However, studies addressing this issue are limited in Asia and it remains unclear whether calcium could modify the association. We examined the ...
Nutritional Status Cross-Sectional Studies Multivariate Analysis Male Triglycerides Metabolic Syndrome Middle Aged Calcium, Dietary Blood Pressure Exercise Multilevel Analysis Cholesterol Prevalence Humans Female Asian People Adolescent Risk Factors Japan Blood Glucose Aged Waist Circumference Young Adult Logistic Models Adult Body Mass Index Vitamin D Vitamin D Deficiency
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Fusing Data Mining, Machine Learning and Traditional Statistics to Detect Biomarkers Associated with Depression.

PloS one Feb 5, 2016
BACKGROUND: Atheoretical large-scale data mining techniques using machine learning algorithms have promise in the analysis of large epidemiological datasets. This study illustrates the use of a hybrid methodology for variable selection that took acco...
Adolescent Blood Glucose Logistic Models Nutrition Surveys Data Mining Erythrocyte Indices Aged, 80 and over Young Adult Adult Male Middle Aged Bilirubin Multivariate Analysis Depressive Disorder Humans Machine Learning Algorithms Biomarkers Female Aged
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Multiple Linear Regression and Artificial Neural Network to Predict Blood Glucose in Overweight Patients.

Experimental and clinical endocrinology & diabetes : official journal, German Society of Endocrinology [and] German Diabetes Association Jan 21, 2016
BACKGROUND: Overweight individuals are at higher risk for developing type II diabetes than the general population. We conducted this study to analyze the correlation between blood glucose and biochemical parameters, and developed a blood glucose pred...
Female Aged Aged, 80 and over Adult Male Middle Aged Humans Neural Networks, Computer Lipids Predictive Value of Tests Adolescent Models, Biological Fasting Linear Models Blood Glucose Overweight Liver
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Effects of long-term folate supplementation on metabolic status and regression of cervical intraepithelial neoplasia: A randomized, double-blind, placebo-controlled trial.

Nutrition (Burbank, Los Angeles County, Calif.) Dec 29, 2015
OBJECTIVE: This study was conducted to determine the effects of long-term folate supplementation on regression and metabolic status of patients with cervical intraepithelial neoplasia grade 1 (CIN1).
Oxidative Stress Insulin Resistance Follow-Up Studies Dietary Supplements C-Reactive Protein Double-Blind Method Folic Acid Time Vitamin B Complex Uterine Cervical Dysplasia Humans Female Adult Uterine Cervical Neoplasms Blood Glucose Insulin
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