Evidence map›Paper›PMID 40316359›Full record

ArticleBMJ open2025

Correlation between economic status and severity of type 2 diabetes mellitus in Indonesia: analysis of claim data from the national health insurance scheme, 2018-2022.

Abdillah Ahsan, Wan Aisyiah Baros, Dedy Revelino Siregar, Yuyu Buono Ayuning Pertiwi, Maulida Gadis Utami, Leopold Aminde, Khaterina Kristina Manurung, Maya Febriyanti

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. 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

8 authors.

Abdillah AhsanDepartment of Economics, University of Indonesia Faculty of Economics and Business, Depok, Indonesia ahsanov@yahoo.com.ORCID http://orcid.org/0000-0002-3543-7574
Wan Aisyiah BarosBadan Penyelenggara Jaminan Sosial Kesehatan, Jakarta, Indonesia.
Dedy Revelino SiregarBadan Penyelenggara Jaminan Sosial Kesehatan, Jakarta, Indonesia.
Yuyu Buono Ayuning PertiwiDemographic Institute, University of Indonesia, Depok, Indonesia.
Maulida Gadis UtamiDemographic Institute, University of Indonesia, Depok, Indonesia.
Leopold AmindeSchool of Medicine and Dentistry, Griffith University, Gold Coast, Queensland, Australia.
Khaterina Kristina ManurungBadan Penyelenggara Jaminan Sosial Kesehatan, Jakarta, Indonesia.
Maya FebriyantiBadan Penyelenggara Jaminan Sosial Kesehatan, Jakarta, Indonesia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesThis study investigated the correlation between the type of health insurance membership as a proxy for the economic status of patients and the severity of their type two diabetes mellitus (T2DM) in Indonesia.

designThe study conducted a secondary analysis of National Health Insurance (Jaminan Kesehatan Nasional) claim data provided by the Indonesian Social Security Agency,

settingSecondary healthcare facilities in Indonesia.

participantsThe dataset included 2 989 618 claims for hospital visits of people with T2DM from 2018 to 2022. PRIMARY OUTCOME MEASURES: Severity level of T2DM patients.

resultA higher percentage of T2DM patients who visited healthcare facilities with subsidised insurance (PBI), which represents a low-income group, have severe disease (6.9%) than patients in the PBPU & PPU (4.9%) and BP categories (5.5%). Moreover, regression analysis revealed that having PBI membership status was associated with a greater OR of having severe T2DM than nonsubsidised members. Among T2DM patients in the nonsubsidised insurance category, workers (PBPU & PPU) had an OR of 0.74 (95% CI: 0.735 to 0.745; p<0.0001) for having severe disease during hospital visits. Moreover, non-workers (BP) had a lower OR of 0.718 (95% CI: 0.711 to 0.725; p<0.0001) for severe disease than the PBI category.

conclusionThese findings illustrate the lack of optimal access to health services for diabetes patients in low-income insurance membership categories and the challenges of better treatment in health facilities for low-income patients.

Indexed as

Diabetes Mellitus, Type 2National Health ProgramsAdultAgedFemaleHumansIndonesiaInsurance Claim ReviewInsurance, HealthLogistic ModelsMaleMiddle AgedSeverity of Illness IndexDiabetes Mellitus, Type 2Health economicsHealth policy

Identifiers

PMID40316359
PMCPMC12049868

What Socratic holds

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LicenceCC BY-NC
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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 Socratic graph.