AIMC Topic: Nutrition Surveys

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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.
Adult Male Female Risk Factors ROC Curve Nutrition Surveys Middle Aged Prevalence Humans Machine Learning Algorithms Prediabetic State Socioeconomic Factors Area Under Curve Models, Theoretical
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A Machine Learning Approach to Identification of Unhealthy Drinking.

Journal of the American Board of Family Medicine : JABFM Jan 1, 2020
INTRODUCTION: Unhealthy drinking is prevalent in the United States, and yet it is underidentified and undertreated. Identifying unhealthy drinkers can be time-consuming and uncomfortable for primary care providers. An automated rule for identificatio...
Logistic Models Humans Machine Learning Nutrition Surveys Adult Support Vector Machine Female United States Male Alcohol Drinking Mass Screening
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Sarcopenia feature selection and risk prediction using machine learning: A cross-sectional study.

Medicine Oct 1, 2019
The purpose of this study was to verify the usefulness of machine learning (ML) for selection of risk factors and development of predictive models for patients with sarcopenia.We collected medical records from Korean postmenopausal women based on Kor...
Postmenopause Female Nutrition Surveys Risk Assessment Risk Factors Sarcopenia Aged Machine Learning Cross-Sectional Studies Republic of Korea Humans
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Impact of metformin on serum prostate-specific antigen levels: Data from the national health and nutrition examination survey 2007 to 2008.

Medicine Dec 1, 2017
PURPOSE: A possible association between metformin use and the development of prostate cancer (PCa) has been reported. However, there is limited information on the impact of long-term metformin use on serum prostate-specific antigen (PSA) levels. We i...
Metformin Prostatic Neoplasms Prostate-Specific Antigen Middle Aged Adult Humans Logistic Models Male Nutrition Surveys Diabetes Mellitus
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[Serum 25-hydroxyvitamin D state in healthy children ten year minors old of Barranquilla metropolitan area].

Salud publica de Mexico Jan 1, 2017
OBJETIVE: To evaluate the serum 25-hydroxyvitamin D (25-OH-D) levels in healthy children under 10 years of the Barranquilla metropolitan area.
Urban Population Vitamin D Vitamin D Deficiency Micronutrients Humans Child Nutrition Surveys Child, Preschool Male Infant Female Cross-Sectional Studies Colombia
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