Evidence map›Paper›PMID 36993034›Full record

ArticleJournal of family medicine and primary care2022

Impoverishing effects of out-of-pocket healthcare expenditures in India.

Shyamkumar Sriram, Muayad Albadrani

Open access · goldAbstract read
In one paragraph

Article in Journal of family medicine and primary care, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
28citing papers in PubMed, 3 pooled it
7.9field-weighted citation impact, top 2% of its field
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

28 citing papers in PubMed, 3 syntheses or guidelines pooled it, 43 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Willingness and Ability to Pay for Critical Care Treatment for Non-COVID Illness during the COVID-19 Pandemic: A Prospective Observational Study in a Tertiary Care Centre in India.Indian journal of critical care medicine : peer-reviewed, official publication of Indian Society of Critical Care Medicine · 2026
    Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Observational
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Free surgery for CHD through philanthropy-a sustainable model?Indian journal of thoracic and cardiovascular surgery · 2025
    Review
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors at 1 institution in 1 country.

Shyamkumar SriramDepartment of Community Medicine, Great Eastern Medical School, Andhra Pradesh, India.
Muayad AlbadraniDepartment of Family and Community Medicine, Taibah University Medical School, Kingdom of Saudi Arabia.
Taibah University · SA

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Out of the 1.324 billion people in India (2016), around 12.4% of the population is below the poverty line. In India, out-of-pocket health expenditure (OOP) expenses account for about 62.6% of total health expenditure - one of the highest in the world. High OOP health expenditures push many households into poverty. This study aims to identify the impoverishing effects of OOP health expenditures in India. Methods: Data from the recent national survey by the National Sample Survey Organization - Social Consumption in Health 2014 are used to investigate the effect of OOP health expenditure on household poverty. Poverty headcounts and poverty gaps were estimated at the household level before and after making OOP healthcare payments. A logistic regression model is for predicting the effect of various factors on the incidence of impoverishment due to OOP health expenditures. Results: There were 65,932 households in the sample. The total poverty headcount in the population before making OOP payments was 16.44% and it increased to 19.05% after making OOP payments. This 2.61% increase in the poverty headcount corresponds to 6.47 million households. Logistic regression results showed that medium and large households, household members with increased duration of stay in the hospital, utilization of private health facility and the presence of chronic illness increased odds of impoverishment due to OOP health expenditures. Conclusions: Health insurance programmes must be expanded to cover outpatient and preventive health services, include people above the poverty line, cover the whole household irrespective of the number of members living in the household and the coverage threshold limits must be increased. Urban poor must be enrolled in health insurance programmes without any delay.

Indexed as

Financial protectionIndiaout-of-pocket health expenditurepoverty

Identifiers

PMID36993034
PMCPMC10041239
OpenAlexW4313208553

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-SA
Read underepoch 390

Registered trials

None linked

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 OpenQuestion graph.