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Exploring Predictors of Type 2 Diabetes Within Animal-Sourced and Plant-Based Dietary Patterns with the XGBoost Machine Learning Classifier: NHANES 2013-2016.
J Clin Med
January 2025
Department of Health and Human Performance, Kean University, Union, NJ 07083, USA.
: Understanding the relationship between dietary patterns, nutrient intake, and chronic disease risk is critical for public health strategies. However, confounding from lifestyle and individual factors complicates the assessment of diet-disease associations. Emerging machine learning (ML) techniques offer novel approaches to clarifying the importance of multifactorial predictors.
View Article and Find Full Text PDFRacial and Geographic Disparities in Colorectal Cancer Incidence and Associated County-Level Risk Factors in Mississippi, 2003-2020: An Ecological Study.
Cancers (Basel)
January 2025
Program in Public Health, Stony Brook Medicine, Stony Brook, NY 11794, USA.
Introduction: Colorectal cancer (CRC) is the third most commonly diagnosed cancer in the United States (U.S.).
View Article and Find Full Text PDFUnderstanding emotional and health indicators underlying the burnout risk of healthcare workers.
PLoS One
January 2025
Department of Computer and Information Sciences, University of Northumbria, Newcastle Upon Tyne, United Kingdom.
Burnout of healthcare workers is of increasing concern as workload pressures mount. Burnout is usually conceptualised as resulting from external pressures rather than internal resilience and although is not a diagnosable condition, it is related to help seeking for its psychological sequelae. To understand how staff support services can intervene with staff heading for burnout, it is important to understand what other intrapsychic factors are related to it.
View Article and Find Full Text PDFIncidence of chronic pelvic pain after childbirth and its causal association with C-section.
Pain
January 2025
Department of Obstetrics and Gynecology, Ribeirão Preto Medical School of the University of São Paulo-USP, Ribeirão Preto, Brazil.
This study aimed to report the incidence of chronic pelvic pain in women 12 to 24 months postpartum, to identify the independently associated factors, and to conduct a causal inference with C-section as the exposure. This was a cross-sectional study nested within 2 distinct prospective cohorts from 2 Brazilian cities. Chronic pelvic pain was the dependent variable.
View Article and Find Full Text PDFAnalysis of drug pricing drivers under South Korea's pharmaco-economic evaluation exemption policy (2015-2022).
Front Pharmacol
January 2025
College of Pharmacy, Chung-Ang University, Seoul, Republic of Korea.
Objective: This study analysed the characteristics of new drugs listed under the pharmaco-economic evaluation exemption (PEE) system from 2015 to 2022 in South Korea and examined the factors influencing the pricing decisions under this system.
Methods: A mixed-methods statistical approach was used to comprehensively evaluate the factors influencing drug pricing under PEE system. Descriptive statistics provide an overview of the dataset, while inferential statistics, including t-tests and Pearson's correlation analyses, are used to explore variable associations.
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