ArticleIranian journal of public health2023
The Effect of Human Development Index on Obesity Prevalence at the Global Level: A Spatial Analysis.
Article in Iranian journal of public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.
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Who cites it
9 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Association of oral contraceptives and risk of endometrial cancer: A systematic review and meta-analysis.Acta obstetricia et gynecologica Scandinavica · 2025Pooled it
- Liver function indicators as risk factors of pediatric metabolic (dysfunction)-associated fatty liver disease: a systematic review and meta-analysis.Translational pediatrics · 2026Article
- Pooled prevalence and associated factors of overweight/obesity among under-five children in 46 low- and middle-income countries: A cross-sectional analysis of Demographic and Health Surveys data (2015-2024).PLOS global public health · 2026Article
- Trends and patterns of global health risk factors (2015-2019): a composite index approach across 100 countries stratified by human development index groups.Journal of health, population, and nutrition · 2025Article
- Bridging the gap in obesity research: A consensus statement from the European Society for Clinical Investigation.European journal of clinical investigation · 2025Review
- National and subnational trends in obesity prevalence in Iran: a Spatiotemporal study with future predictions.Scientific reports · 2025Article
- The economic ramifications of liver cancer on a global, regional, and national scale.Frontiers in medicine · 2025Article
- Worldwide patterns and trends in ovarian cancer incidence by histological subtype: a population-based analysis from 1988 to 2017.EClinicalMedicine · 2025Article
- Projected epidemiological trends and burden of liver cancer by 2040 based on GBD, CI5plus, and WHO data.Scientific reports · 2024Article
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Authors and funding
5 authors.
Funding
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Abstract
Background: Obesity is one of the major public health concerns, and its prevalence is increasing worldwide. This study aimed to investigate the effect of human development index on the prevalence of obesity across 152 countries. Methods: Country-level data on obesity prevalence and its influencing variables related to 152 countries were obtained during 2000-2019 from several sources. A Spatial Bayesian Hierarchical model was employed in this research, and the analyses were performed using R statistical software (version 3.6.1). Results: We found a positive relation between HDI and obesity prevalence, in such a way if low HDI countries advance to high HDI countries, the obesity rate is expected to increase significantly by 7.45%. Moreover, the association between obesity prevalence and the percentage of people aged 40-59 (β=0.07), urbanization rate (β=0.11), percentage of internet users (β=0.01), percentage of alcohol users (β=0.16), milk consumption per capita (β=0.15) and Percentage of depression (β=0.58) was significantly positive. Conversely, per capita consumption of fruits and vegetables (β=-0.15), and smoking rate (β=-0.02) was negatively associated with obesity prevalence. Conclusion: The prevalence of obesity is growing across all countries, especially in the countries with high and very high HDI. Therefore, policymakers must also pay attention to the negative effects of development when trying to improve the welfare of society.
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