Evidence map›Paper›PMID 37898843›Full record

ArticleAsian Pacific journal of cancer prevention : APJCP2023

Income Disparity and Healthcare Utilization: Lessons from Indonesia's National Health Insurance Claim Data.

Sony Tito Nugroho, Abdillah Ahsan, Dian Kusuma, Nadila Adani, Dian Kristiani Irawaty, Nadira Amalia, Sri Rahayu Hijrah Hati

Open access · goldAbstract read
In one paragraph

Article in Asian Pacific journal of cancer prevention : APJCP, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
3.8field-weighted citation impact, top 6% 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

9 citing papers in PubMed, 13 citations in OpenAlex.

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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

7 authors at 3 institutions in 2 countries.

Sony Tito NugrohoDepartment of Economics, Faculty of Economics and Business, University of Indonesia, Depok, Indonesia.
Abdillah AhsanDepartment of Economics, Faculty of Economics and Business, University of Indonesia, Depok, Indonesia.ORCID 0000-0002-3543-7574
Dian KusumaDepartment of Health Services Research and Management, School of Health & Psychological Sciences, City University of London, London EC1V 0HB, UK.
Nadila AdaniDepartment of Economics, Faculty of Economics and Business, University of Indonesia, Depok, Indonesia.
Dian Kristiani IrawatyIndonesian National Population and Family Planning Agency, Jakarta, Indonesia.
Nadira AmaliaDepartment of Economics, Faculty of Economics and Business, University of Indonesia, Depok, Indonesia.
Sri Rahayu Hijrah HatiDepartment of Management Faculty of Economics and Business, University of Indonesia, Depok, Indonesia.
University of Indonesia · IDCity, University of London · GBNational Nuclear Energy Agency of Indonesia · ID

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIndonesia's National Health Insurance Program, known as Jaminan Kesehatan Nasional (JKN), has a variety of membership pathways for those wishing to gain access. Claim data from JKN offers a cost-effective way of observing who is accessing healthcare services and what types of services are being used. This study is a novel attempt to measure disparities amongst JKN users in their engagement with services, providing an opportunity to reflect on patterns of use.

methodsUsing claims data collected from JKN users between 2015-2016, we used the Ordinary Least Square estimation model to compare health services utilization among subsidized and non-subsidized users. We focused primarily on the individual use of the hospital for outpatient and inpatient treatment.

resultsAnalysis reveals that subsidized users access primary healthcare services more frequently than non-subsidized users. Conversely, non-subsidized users access secondary and tertiary health care services more frequently than other users. Subsidized users who utilize secondary and tertiary health care tend to suffer more severe health illnesses than non-subsidized members.

conclusionsThis study concludes that income disparity affects healthcare utilization. Non-subsidized members are more likely than subsidized members to access secondary and tertiary health care services. Our study offers evidence of the potential underutilization of secondary and tertiary healthcare (STHC) by subsidized members, which could lead to inefficiency since subsidized members seeking STHC treatment had severe health conditions, thus needing to be treated longer and requiring higher healthcare expenditures.

Indexed as

IncomePatient Acceptance of Health CareHospitalizationHumansIndonesiaInsurance, HealthNational Health ProgramsHospitalIndonesiaNational Health Insurancepublic healthcareuniversal health coverage

Identifiers

PMID37898843
PMCPMC10770668
OpenAlexW4388014364

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.