ArticleHealth policy and planning2022
Catastrophic health expenditure on private sector pharmaceuticals: a cross-sectional analysis from the state of Odisha, India.
Article in Health policy and planning, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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
10 citing papers in PubMed, 20 citations in OpenAlex.
- One size does not fit all: income-sensitive thresholds for catastrophic health expenditure.Health policy and planning · 2026Article
- Determinants of catastrophic health expenditure: Evidence from a patient survey at public hospitals in the Northern midlands and mountainous areas, Vietnam.Journal of public health research · 2026Article
- The patterns and determinants of healthcare utilisation of older adults in rural Odisha, India - a cross-sectional study.BMC geriatrics · 2025Article
- Public patient forwarding to private pharmacies: an analysis of data linking patients, facilities and pharmacies in the state of Odisha, India.BMJ global health · 2025Article
- Assessing the determinants of out-of-pocket health expenditures among Cambodian households in informal employment using survey data.International journal for equity in health · 2025Article
- Catastrophic health expenditure among households with differently abled children and adolescents in Puducherry, India: a mixed-method study.Frontiers in public health · 2025Article
- Resource shortage in public health facilities and private pharmacy practices in Odisha, India.Health policy and planning · 2024Article
- Private pharmacies as healthcare providers in Odisha, India: analysis and implications for universal health coverage.BMJ global health · 2023Article
- Illnesses and hardship financing in India: an evaluation of inpatient and outpatient cases, 2014-18.BMC public health · 2023Article
- Commentary: Developing technical support and strategic dialogue at the country level to achieve primary health care-based health systems beyond the COVID-19 era.Frontiers in public health · 2023Article
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 at 2 institutions in 1 country.
Funding
Abstract
India has high rates of catastrophic health expenditure (CHE): 16% of Indian households incur CHE. To understand why CHE is so high, we conducted an in-depth analysis in the state of Odisha-a state with high rates of public sector facility use, reported eligibility for public insurance of 80%, and the provision of drugs for free in government-run facilities-yet with the second-highest rates of CHE across India (24%). We collected household data in 2019 representative of the state of Odisha and captured extensive information about healthcare seeking, including the facility type, its sector (private or public), how much was spent out-of-pocket, and where drugs were obtained. We employ Shapley decomposition to attribute variation in CHE and other financial hardship metrics to characteristics of healthcare, controlling for health and social determinants. We find that 36.3% (95% uncertainty interval: 32.7-40.1) of explained variation in CHE is attributed to whether a private sector pharmacy was used and the number of drugs obtained. Of all outpatient visits, 13% are with a private sector chemist, a similar rate as public primary providers (15%). Insurance was used in just 6% of hospitalizations and its use explained just 0.2% (0.1-0.4) of CHE overall. Eighty-six percent of users of outpatient care obtained drugs from the private sector. We estimate that eliminating spending on private drugs would reduce CHE by 56% in Odisha. The private sector for pharmaceuticals fulfills an essential health system function in Odisha-supplying drugs to the vast majority of patients. To improve financial risk protection in Odisha, the role currently fulfilled by private sector pharmacies must be considered alongside existing shortcomings in the public sector provision of drugs and the lack of outpatient care and drug coverage in public insurance programs.
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.