ArticleBMC public health2021
Assessing the household economic burden of non-communicable diseases in India: evidence from repeated cross-sectional surveys.
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 32 papers, 1 of them a synthesis that pooled it.
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Who cites it
32 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The socioeconomic and health system determinants of financial protection indicators: a global systematic review (2008-2023).BMJ global health · 2025Pooled it
- Impact of Digital Intervention vs WHO Package of Essential Noncommunicable Disease Interventions Approach for Prevention and Control in Resource-Limited Settings: Protocol for a Quasi-Experimental Study.JMIR research protocols · 2026Article
- Financial impact of non-communicable diseases on households with older adults in india: a mixed methods study.BMC geriatrics · 2026Article
- Catastrophic health expenditure and commercial health insurance purchase: evidence from China.BMC health services research · 2026Article
- Urban Consumer Behaviors in Kochi, India: Food Choice Motivations, Food Label Literacy, and Nutrition Panel Use.International journal of food science · 2026Article
- CKD in Indigenous Populations in Kerala, India.Kidney international reports · 2026Article
- Distress financing on inpatient health expenditure across States in India.BMC health services research · 2025Article
- Disease-specific distress healthcare financing and catastrophic out-of-pocket expenditure for hospitalization care in Bangladesh.Cost effectiveness and resource allocation : C/E · 2025Article
- Socioeconomic health and impact of sickle cell disease and vaso-occlusive crises in India: results from B-VOCAL study.BMJ global health · 2025Observational
- Out-of-pocket payments & catastrophic healthcare expenditure for non-communicable diseases: Results of a State-wide STEPS survey in north India.The Indian journal of medical research · 2025Article
- Out-of-pocket and indirect expenditure of spina bifida and hydrocephalus patients admitted for inpatient treatment and follow-up at two university-affiliated hospitals in Ethiopia.Child's nervous system : ChNS : official journal of the International Society for Pediatric Neurosurgery · 2024Article
- "International journal of environmental research and public health · 2024Article
- Variations in out-of-pocket spending and factors influencing catastrophic health expenditure of households with patients suffering from chronic conditions in four districts in Sri Lanka.BMC health services research · 2024Article
- Cost of Care for Non-communicable Diseases: Which Types of Healthcare Providers are the Most Economical in India's Chhattisgarh State?PharmacoEconomics - open · 2024Article
- Effectiveness of the health and wellness centers in improving identification and primary care of non-communicable diseases in Chhattisgarh State of India.Journal of family medicine and primary care · 2024Article
- Examining the factors contributing to a reduction in hardship financing among inpatient households in India.Scientific reports · 2024Article
- Assessing the relationship between coverage of essential health services and poverty levels in low- and middle-income countries.Health policy and planning · 2024Article
- Universal health coverage in the context of population ageing: catastrophic health expenditure and unmet need for healthcare.Health economics review · 2024Article
- Decomposing the inequalities in the catastrophic health expenditures on the hospitalization in India: empirical evidence from national sample survey data.Frontiers in public health · 2024Article
- Yoga for Control of Progression in the Early Stage of NCDs.Annals of neurosciences · 2023Article
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3 authors.
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Abstract
backgroundFinancing for NCDs is encumbered by out-of-pocket expenditure (OOPE) assuming catastrophic proportions. Therefore, it is imperative to investigate the extent of catastrophic health expenditure (CHE) on NCDs, which are burgeoning in India. Thus, our paper aims to examine the extent of CHE and impoverishment in India, in conjunction with socio-economic determinants impacting the CHE.
methodsWe used cross-sectional data from nationwide healthcare surveys conducted in 2014 and 2017-18. OOPE on both outpatient and inpatient treatment was coalesced to estimate CHE on NCDs. Incidence of CHE was defined as proportion of households with OOPE exceeding 10% of household expenditure. Intensity of catastrophe was ascertained by the measure of Overshoot and Mean Positive Overshoot Indices. Further, impoverishing effects of OOPE were assessed by computing Poverty Headcount Ratio and Poverty Gap Index using India's official poverty line. Concomitantly, we estimated the inequality in incidence and intensity of catastrophic payments using Concentration Indices. Additionally, we delineated the factors associated with catastrophic expenditure using Multinomial Logistic Regression.
resultsResults indicated enormous incidence of CHE with around two-third households with NCDs facing CHE. Incidence of CHE was concentrated amongst poor that further extended from 2014(CI = - 0.027) to 2017-18(CI = - 0.065). Intensity of CHE was colossal as households spent 42.8 and 34.9% beyond threshold in 2014 and 2017-18 respectively with poor enduring greater overshoot vis-à-vis rich (CI = - 0.18 in 2014 and CI = - 0.23 in 2017-18). Significant immiserating impact of NCDs was unraveled as one-twelfth in 2014 and one-eighth households in 2017-18 with NCD burden were pushed to poverty with poverty deepening effect to the magnitude of 27.7 and 30.1% among those already below poverty on account of NCDs in 2014 and 2017-18 respectively. Further, large inter-state heterogeneities in extent of CHE and impoverishment were found and multivariate analysis indicated absence of insurance cover, visiting private providers, residing in rural areas and belonging to poorest expenditure quintile were associated with increased likelihood of incurring CHE.
conclusionSubstantial proportion of households face CHE and subsequent impoverishment due to NCD related expenses. Concerted efforts are required to augment the financial risk protection to the households, especially in regions with higher burden of NCDs.
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