ArticleDialogues in health2023
A global comparative study of wealth-pain gradients: Investigating individual- and country-level associations.
Article in Dialogues in health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed.
- International trends and social disparities in pain of adults aged 50 years and older in 22 countries across Europe, Asia, and the Americas: a longitudinal population-based study.The lancet. Healthy longevity · 2026Article
- Patterns of Pain in Middle-Aged and Older Adults in China: A Latent Class Analysis.Pain and therapy · 2025Article
- Social Determinants of Self-Reported Health in Vulnerable Populations During a Polycrisis in Lebanon.JAMA network open · 2025Article
- Development and validation of the pain management competency scale for nurses and a nationwide survey of Chinese nurses.BMC nursing · 2025Article
- The heavy-tailed valence hypothesis: the human capacity for vast variation in pleasure/pain and how to test it.Frontiers in psychology · 2023Article
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Authors and funding
5 authors.
Funding
Abstract
Pain is a significant yet underappreciated dimension of population health. Its associations with individual- and country-level wealth are not well characterized using global data. We estimate both individual- and country-level wealth inequalities in pain in 51 countries by combining data from the World Health Organization's World Health Survey with country-level contextual data. Our research concentrates on three questions: 1) Are inequalities in pain by individual-level wealth observed in countries worldwide? 2) Does country-level wealth also relate to pain prevalence? 3) Can variations in pain reporting also be explained by country-level contextual factors, such as income inequality? Analytical steps include logistic regressions conducted for separate countries, and multilevel models with random wealth slopes and resultant predicted probabilities using a dataset that pools information across countries. Findings show individual-level wealth negatively predicts pain almost universally, but the association strength differs across countries. Country-level contextual factors do not explain away these associations. Pain is generally less prevalent in wealthier countries, but the exact nature of the association between country-level wealth and pain depends on the moderating influence of country-level income inequality, measured by the Gini index. The lower the income inequality, the more likely it is that poor countries experience the highest and rich countries the lowest prevalence of pain. In contrast, the higher the income inequality, the more nonlinear the association between country-level wealth and pain reporting such that the highest prevalence is seen in highly nonegalitarian middle-income countries. Our findings help to characterize the global distribution of pain and pain inequalities, and to identify national-level factors that shape pain inequalities.
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