AIMC Topic: Socioeconomic Factors

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Prediction of stunting and its socioeconomic determinants among adolescent girls in Ethiopia using machine learning algorithms.

PloS one Jan 24, 2025
BACKGROUND: Stunting is a vital indicator of chronic undernutrition that reveals a failure to reach linear growth. Investigating growth and nutrition status during adolescence, in addition to infancy and childhood is very crucial. However, the availa...
Algorithms Female Young Adult Adolescent Growth Disorders Socioeconomic Factors Ethiopia Nutritional Status Humans Machine Learning
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What factors influence the willingness and intensity of regular mobile physical activity?- A machine learning analysis based on a sample of 290 cities in China.

Frontiers in public health Jan 23, 2025
INTRODUCTION: This study, based on Volunteered Geographic Information (VGI) and multi-source data, aims to construct an interpretable macro-scale analytical framework to explore the factors influencing urban physical activities. Using 290 prefecture-...
Humans Middle Aged Exercise China Cities Machine Learning Female Adult Male Built Environment Socioeconomic Factors Bicycling Environment Design Walking
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Analyzing Geospatial and Socioeconomic Disparities in Breast Cancer Screening Among Populations in the United States: Machine Learning Approach.

JMIR cancer Jan 16, 2025
BACKGROUND: Breast cancer screening plays a pivotal role in early detection and subsequent effective management of the disease, impacting patient outcomes and survival rates.
Breast Neoplasms Middle Aged United States Socioeconomic Factors Humans Machine Learning Female Aged Spatial Analysis Mass Screening Social Determinants of Health Early Detection of Cancer Behavioral Risk Factor Surveillance System Mammography Socioeconomic Disparities in Health Healthcare Disparities
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The influence of factors related to public health campaigns on vaccination behavior among population of Wuxi region, China.

Frontiers in public health Jan 10, 2025
BACKGROUND: Public health campaigns are essential for promoting vaccination behavior, but factors such as socioeconomic status, geographical location, campaign quality, and service accessibility influence vaccine uptake. In the Wuxi region of China, ...
Urban Population China Cross-Sectional Studies Humans Surveys and Questionnaires Female Health Promotion Male Adolescent Adult Middle Aged Rural Population Vaccination Public Health Socioeconomic Factors Health Services Accessibility
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Analyzing the impact of socioeconomic indicators on gender inequality in Sri Lanka: A machine learning-based approach.

PloS one Dec 26, 2024
This study conducts a comprehensive analysis of gender inequality in Sri Lanka, focusing on the relationship between key socioeconomic factors and the Gender Inequality Index (GII) from 1990 to 2022. By applying machine learning techniques, including...
Female Male Socioeconomic Factors Sri Lanka Unemployment Humans Machine Learning
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Unveiling predictive factors for household-level stunting in India: A machine learning approach using NFHS-5 and satellite-driven data.

Nutrition (Burbank, Los Angeles County, Calif.) Dec 24, 2024
OBJECTIVES: Childhood stunting remains a significant public health issue in India, affecting approximately 35% of children under 5. Despite extensive research, existing prediction models often fail to incorporate diverse data sources and address the ...
Humans Machine Learning Female Risk Factors Male Infant Growth Disorders India Child, Preschool Socioeconomic Factors Health Surveys Family Characteristics Poverty
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Machine learning algorithms that predict the risk of prostate cancer based on metabolic syndrome and sociodemographic characteristics: a prospective cohort study.

BMC public health Dec 20, 2024
BACKGROUND: Given the rapid increase in the prevalence of prostate cancer (PCa), identifying its risk factors and developing suitable risk prediction models has important implications for public health. We used machine learning (ML) approach to scree...
Metabolic Syndrome Prostatic Neoplasms Sociodemographic Factors Proportional Hazards Models Middle Aged Risk Assessment Socioeconomic Factors Humans Machine Learning Republic of Korea Algorithms Risk Factors Prospective Studies Aged Male
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Novel concept for the healthy population influencing factors.

Frontiers in public health Dec 10, 2024
In the rapid urbanization process in China, due to reasons such as employment, education, and family reunification, the number of mobile population without registered residence in the local area has increased significantly. By 2020, the group had a p...
Principal Component Analysis China Socioeconomic Factors Humans Health Status Machine Learning Transients and Migrants Public Health
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Using Machine Learning to Fight Child Acute Malnutrition and Predict Weight Gain During Outpatient Treatment with a Simplified Combined Protocol.

Nutrients Dec 6, 2024
BACKGROUND/OBJECTIVES: Child acute malnutrition is a global public health problem, affecting 45 million children under 5 years of age. The World Health Organization recommends monitoring weight gain weekly as an indicator of the correct treatment. Ho...
Child Nutrition Disorders Outpatients Niger Socioeconomic Factors Ambulatory Care Weight Gain Humans Machine Learning Algorithms Female Male Infant Child, Preschool ROC Curve
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Machine learning analysis of the effects of COVID-19 on migration patterns.

Scientific reports Nov 30, 2024
This study investigates the impact of the COVID-19 pandemic on European tourist mobility patterns from 2019 to 2021 by conceptualizing countries as monomers emitting radiation to model and analyze their patterns through the lens of socio-economics an...
Europe Travel Pandemics COVID-19 SARS-CoV-2 Socioeconomic Factors Humans Machine Learning
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