Evidence map›Paper›PMID 40223762›Full record

ArticleGlobal health action2025

Determinants of outpatient healthcare-seeking behaviors among the rural poor affected by chronic conditions in India: a population-based cross-sectional study in seven states.

David Grossmann, Swati Srivastava, Volker Winkler, Stephan Brenner, Keerti Jain Gupta, Amit Paliwal, Kavita Singh, Manuela De Allegri

Abstract read
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Article in Global health action, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

David GrossmannHeidelberg Institute of Global Health, Heidelberg University Hospital and Medical Faculty, Heidelberg, Germany.ORCID 0009-0006-8542-8381
Swati SrivastavaHeidelberg Institute of Global Health, Heidelberg University Hospital and Medical Faculty, Heidelberg, Germany.ORCID 0000-0003-1864-9783
Volker WinklerHeidelberg Institute of Global Health, Heidelberg University Hospital and Medical Faculty, Heidelberg, Germany.ORCID 0000-0002-9974-1145
Stephan BrennerHeidelberg Institute of Global Health, Heidelberg University Hospital and Medical Faculty, Heidelberg, Germany.
Keerti Jain GuptaIndo German Programme on Universal Health Coverage (IGUHC), Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ) GmbH, New Delhi, India.
Amit PaliwalIndo German Programme on Universal Health Coverage (IGUHC), Deutsche Gesellschaft für Internationale Zusammenarbeit (GIZ) GmbH, New Delhi, India.
Kavita SinghHeidelberg Institute of Global Health, Heidelberg University Hospital and Medical Faculty, Heidelberg, Germany.ORCID 0000-0003-4330-666X
Manuela De AllegriHeidelberg Institute of Global Health, Heidelberg University Hospital and Medical Faculty, Heidelberg, Germany.ORCID 0000-0002-8677-1337

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundA rising burden of chronic non-communicable diseases (CNCDs) increases demand for outpatient healthcare. Yet, evidence on preferences and barriers to healthcare services for India's most disadvantaged population, the target of India's largest public health insurance scheme (PM-JAY), is lacking.

objectiveWe explore determinants of outpatient healthcare-seeking behavior among PM-JAY eligible individuals with CNCDs in rural areas of seven states.

methodsUsing cross-sectional data from a household survey (conducted between November 2019 and March 2020), we employed multilevel multinomial logistic regression to identify factors associated with seeking care from informal (home treatment, pharmacies, traditional healers), formal public, or formal private providers, compared with no care. Anderson's behavioral model informed the selection of independent variables.

resultsOf 51,820 individuals, 5,061 (9.8%) reported a chronic condition. Despite their disease, 1,168 (23.1%) reported not using regular outpatient care. Another 2,421 individuals (48.0%) used formal private, 922 (18.3%) used formal public, and 535 (10.6%) used informal care. Predictors of formal private care were higher socioeconomic status (RRR = 2.441, 95% CI [1.61, 3.70]) and health insurance coverage (RRR = 1.478, 95% CI [1.12, 1.95]). Residents of Tamil Nadu, Kerala, and Gujarat were more likely to use formal public care (RRR = 23.915, 95% CI [9.01, 63.44]). Suffering from Major CNCDs or experiencing limitations in daily activities increased the probability of using healthcare across all options.

conclusionFuture research should explore the reasons for non-utilization of chronic care and the preference for private providers. Policies to enhance public healthcare utilization and expand insurance for outpatient care could improve access and reduce health inequities.

Indexed as

Ambulatory CarePatient Acceptance of Health CareRural PopulationAdolescentAdultAgedChronic DiseaseCross-Sectional StudiesFemaleHealth Services AccessibilityHumansIndiaInsurance, HealthMaleMiddle AgedPovertyHealth servicesIndialow-and-middle-income countriesmultinomial logistic regressionnon-communicable diseasesprimary health careprivate sectorpublic sectorQuality of Care for Chronic Conditionssocio-economictreatment

Identifiers

PMID40223762
PMCPMC11998304

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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.