ArticleBMC public health2021
Urban-rural differences in catastrophic health expenditure among households with chronic non-communicable disease patients: evidence from China family panel studies.
Article in BMC public health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
18 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Magnitude of catastrophic health expenditure and its determinants among cancer patients in low and middle-income countries: a systematic review and meta-analysis.BMC health services research · 2025Pooled it
- Understanding variation in catastrophic health expenditure from socio-ecological aspect: a systematic review.BMC public health · 2024Pooled it
- Article
- The effect of community-based health insurance on out-of-pocket expenditure among diabetic patients at hawassa university comprehensive specialized hospital: facility-based comparative cross-sectional study.BMC health services research · 2026Article
- Analysis of influencing factors and urban-rural difference decomposition of mental health literacy among residents in Chongqing, Southwest China: a large-scale multistage random sampling survey.Frontiers in public health · 2026Article
- Spatio-temporal patterns and determinants of persistent catastrophic health expenditure in China: evidence from the China Family Panel Studies.Frontiers in public health · 2025Article
- Decomposition Analysis of the Prevalence of Denture Use Between Rural and Urban Older Individuals With Edentulism in China: Cross-Sectional Study.Interactive journal of medical research · 2024Article
- A Comprehensive Review on Trends and Patterns of Non-communicable Disease Risk Factors in India.Cureus · 2024Review
- Rural‒urban disparities in household catastrophic health expenditure in Bangladesh: a multivariate decomposition analysis.International journal for equity in health · 2024Article
- Trends in major non-communicable diseases and related risk factors in China 2002-2019: an analysis of nationally representative survey data.The Lancet regional health. Western Pacific · 2024Article
- Effect of community-based health insurance on catastrophic health expenditure among chronic disease patients in Asella referral hospital, Southeast Ethiopia: a comparative cross-sectional study.BMC health services research · 2023Article
- Is Co-Occurrence of Frailty and Multimorbidity Associated with Increased Risk of Catastrophic Health Expenditure? A Prospective Cohort Analysis in China.Risk management and healthcare policy · 2023Article
- Burden of communicable and non-communicable diseases-related inequalities among older adults in India: a study based on LASI survey.BMC geriatrics · 2022Article
- Financial risk protection from out-of-pocket health spending in low- and middle-income countries: a scoping review of the literature.Health research policy and systems · 2022Article
- The comparison of catastrophic health expenditure and its inequality between urban and rural households in China.Health economics review · 2022Article
- Disparities of obesity and non-communicable disease burden between the Tibetan Plateau and developed megacities in China.Frontiers in public health · 2022Review
- How Do Intergenerational Economic Support, Emotional Support and Multimorbidity Affect the Catastrophic Health Expenditures of Middle-Aged and Elderly Families?-Evidence From CHARLS2018.Frontiers in public health · 2022Article
- The burden of catastrophic and impoverishing health expenditure in Armenia: An analysis of Integrated Living Conditions Surveys, 2014-2018.PLOS global public health · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
backgroundThe prevalence of chronic non-communicable diseases (NCDs) challenges the Chinese health system reform. Little is known for the differences in catastrophic health expenditure (CHE) between urban and rural households with NCD patients. This study aims to measure the differences above and quantify the contribution of each variable in explaining the urban-rural differences.
methodsUnbalanced panel data were obtained from the China Family Panel Studies (CFPS) conducted between 2012 and 2018. The techniques of Fairlie nonlinear decomposition and Blinder-Oaxaca decomposition were employed to measure the contribution of each independent variable to the urban-rural differences.
resultsThe CHE incidence and intensity of households with NCD patients were significantly higher in rural areas than in urban areas. The urban-rural differences in CHE incidence increased from 8.07% in 2012 to 8.18% in 2018, while the urban-rural differences in CHE intensity decreased from 2.15% in 2012 to 2.05% in 2018. From 2012 to 2018, the disparity explained by household income and self-assessed health status of household head increased to some extent. During the same period, the contribution of education attainment to the urban-rural differences in CHE incidence decreased, while the contribution of education attainment to the urban-rural differences in CHE intensity increased slightly.
conclusionsCompared with urban households with NCD patients, rural households with NCD patients had higher risk of incurring CHE and heavier economic burden of diseases. There was no substantial change in urban-rural inequality in the incidence and intensity of CHE in 2018 compared to 2012. Policy interventions should give priority to improving the household income, education attainment and health awareness of rural patients with NCDs.
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.