Evidence map›Paper›PMID 42908591›Full record

ArticleFrontiers in public health2026

The hidden cost of ageing: measuring the impact of health expenditure on poverty among households with older adults in India.

Neeraj Soni, Rajabhushan Jagadish Nayak, Meghna Ghosh, Ashish Singh

Abstract read
In one paragraph

Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Neeraj SoniDepartment of Economic Affairs, Government of India, New Delhi, India.
Rajabhushan Jagadish NayakSri Sathya Sai Institute of Higher Learning (Deemed to be University), Puttaparthi, India.
Meghna GhoshBITS Law School, Kalyan, India.
Ashish SinghShailesh J. Mehta School of Management, Mumbai, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

According to the World Bank's poverty and inequality platform, 11.09% of India's population lived below the international poverty line of $2.15 (2017 PPP) per day in 2018. Moreover, 48.2% of total health expenditure is financed through out-of-pocket payments (OOPHE), underscoring their role in driving households into poverty. With 31.4% of households reporting at least one older adult (census 2011), this study focuses on the impoverishing effects of OOPHE among older adults-inclusive households. Using nationally representative data from the NSS 75th round: household social consumption - health (2017-2018), we estimate the poverty headcount and poverty gap at the household level, before and after accounting for OOPHE for households with at least one older adult member. We further employ a binary logistic regression to identify socio-economic and demographic determinants of post-OOPHE impoverishment. The results show that longer hospitalization spells, larger household size, caste status, and reliance on private healthcare significantly elevate the risk of falling into poverty. In contrast, health insurance coverage and higher educational attainment reduce this risk. Despite multiple public schemes and insurance initiatives, coverage remains inadequate and uneven, leaving a substantial share of older adults financially unprotected. These findings point to an urgent need to expand and strengthen publicly financed health insurance and financial risk protection, with targeted safeguards for households with older adults, to prevent healthcare costs from exacerbating poverty.

Indexed as

AgingFinancing, PersonalHealth ExpendituresPovertyAgedFamily CharacteristicsFemaleHumansIndiaMaleSocioeconomic Disparities in HealthSocioeconomic FactorsageingIndiaout-of-pocket health expenditurepovertyuniversal insurance coverage

Identifiers

PMID42908591
PMCPMC13683120

What OpenQuestion holds

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Registered trials

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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.