AIMC Topic: Prediabetic State

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A combined strategy of feature selection and machine learning to identify predictors of prediabetes.

Journal of the American Medical Informatics Association : JAMIA Mar 1, 2020
OBJECTIVE: To identify predictors of prediabetes using feature selection and machine learning on a nationally representative sample of the US population.
ROC Curve Nutrition Surveys Middle Aged Prevalence Area Under Curve Prediabetic State Models, Theoretical Socioeconomic Factors Female Risk Factors Adult Male Humans Machine Learning Algorithms
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An outcome model approach to transporting a randomized controlled trial results to a target population.

Journal of the American Medical Informatics Association : JAMIA May 1, 2019
OBJECTIVE: Participants enrolled into randomized controlled trials (RCTs) often do not reflect real-world populations. Previous research in how best to transport RCT results to target populations has focused on weighting RCT data to look like the tar...
Translational Research, Biomedical Outcome Assessment, Health Care Randomized Controlled Trials as Topic Antihypertensive Agents Prediabetic State Nateglinide Valsartan Evidence-Based Medicine Cardiovascular Diseases Disease Progression Diabetes Mellitus, Type 2 Hypoglycemic Agents Machine Learning Electronic Health Records Humans
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Increased lipocalin-2 vs reduced oxytocin in relation with adiposity, atherogenicity and hematological indices in metabolic syndrome patients with and without prediabetes.

Bratislavske lekarske listy Jan 1, 2018
OBJECTIVES: The neuropeptide hormone- Oxytocin (OXT) and glycoprotein Lipocalin-2 (LCN-2) are strongly associated with cardiometabolic risks of insulin resistance in metabolic syndrome (MetS) and prediabetes (preDM).
Adiposity Metabolic Syndrome Prediabetic State Oxytocin Humans Lipocalin-2 Cross-Sectional Studies Waist Circumference Body Mass Index
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The Effect of Vitamin D Supplementation on Metabolic Phenotypes in Thais with Prediabetes.

Journal of the Medical Association of Thailand = Chotmaihet thangphaet Dec 1, 2015
OBJECTIVE: To investigate the effects of vitamin D supplement for three months on anthropometric and glucose homeostatic measures in Thai adults with impaired fasting glucose (IFG) and/or impaired glucose tolerance (IGT).
Regression Analysis Humans Drug Monitoring Male Phenotype Vitamins Middle Aged Calcifediol Anthropometry Female Treatment Outcome Insulin Resistance Biological Availability Asian People Prediabetic State Cholecalciferol Dietary Supplements Adult Glucose Tolerance Test Tandem Mass Spectrometry Ergocalciferols
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