ArticleFrontiers in public health2024
Spatial variations in health service utilization among migrant population: a perspective on health equity.
Article in Frontiers in public health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 1 of them a synthesis that pooled it.
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Who cites it
8 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Equitable utilization of non-communicable disease services in low- and middle-income countries; associated factors and intervention effects: a systematic review and meta-analysis.BMC health services research · 2026Pooled it
- The impact of public health services on the quality of life of migrants in China: an examination based on health records and health education.BMC public health · 2026Article
- Reducing urban-rural disparities in maternal and child mortality in China: a 33-year analysis and projection to 2030.Journal of global health · 2026Article
- Urban-rural disparities in the trends and causes of maternal deaths in Jinan, 1991-2025: a longitudinal trend analysis.Frontiers in public health · 2026Article
- Article
- Assessing regional disparities and trends in health resource allocation from sub-provincial cities in China.Annals of medicine · 2025Article
- Behavioral Determinants of Hospital Selection in Urological Care: Evidence From China's Hierarchical Healthcare System.Risk management and healthcare policy · 2025Article
- How Public Service Accessibility Affects Health of Migrants: Evidence from China.Risk management and healthcare policy · 2024Article
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5 authors.
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Abstract
As health equity becomes a prioritized goal in global health policy, extensive research has revealed that socio-economic and geographical factors jointly exacerbate barriers to medical service access for both internal and international migrant populations, further accelerating existing health disparities. This study explores healthcare service utilization disparities among internal migrants in China, a population profoundly affected by the country's economic reforms and urbanization since the late 1970s. These transformations have led to significant migratory movements and subsequent healthcare challenges for these populations. Leveraging data from the 2017 China Migrant Dynamic Survey, comprising 169,989 samples across 28 provinces, we introduce a novel metric-the "No Treatment ratio" (NT-ratio). This ratio quantifies the proportion of migrants who, after falling ill, choose not to seek treatment relative to the total migrant population in a given province or region, serving as a critical measure of health risk. Building upon Anderson's Behavioral Model of Health Services Use, we adapted the model to better reflect the unique circumstances of migrant populations. The study employs spatial autocorrelation, hotspot analysis, and geodetector techniques to dissect the multifaceted factors influencing healthcare disparities. Our Findings reveal that the NT-ratio is significantly higher in eastern and northeastern China. Key factors influencing the NT-ratio include age, left-behind experiences, health education, and
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