Evidence map›Paper›PMID 41039354›Full record

ArticleBMC public health2025

Individual and area-level factors associated with depression in indonesia: a multilevel analysis using the 2018 national basic health research.

Sri Idaiani, Muhammad Fiarry Fikaris, Gemala Chairunnisa, Mashita Fajri, Laura Anselmi, Jonathan Gibson, Irmansyah, Budi Anna Keliat, Ida Ayu Mas Amelia Kusumaningtyas, Asri Maharani and 8 more

Abstract read
In one paragraph

Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
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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

18 authors.

Sri IdaianiResearch Centre for Preclinical and Clinical Medicine, National Research and Innovation Agency, Cibinong, Indonesia.
Muhammad Fiarry FikarisGraduate school of medical sciences, University of Groningen, Groningen, Netherlands.
Gemala ChairunnisaCenter for Health Economics and Policy Studies, Universitas Indonesia, Depok, Indonesia.
Mashita FajriFaculty of Nursing, Universitas Indonesia, Depok, Indonesia.
Laura AnselmiDivision of Population Health, Health Services Research & Primary Care, University of Manchester, Manchester, UK.
Jonathan GibsonDivision of Population Health, Health Services Research & Primary Care, University of Manchester, Manchester, UK.
IrmansyahResearch Centre for Public Health and Nutrition, National Research and Innovation Agency, Cibinong, Indonesia.
Budi Anna KeliatFaculty of Nursing, Universitas Indonesia, Depok, Indonesia.
Ida Ayu Mas Amelia KusumaningtyasFaculty of Nursing, Universitas Indonesia, Depok, Indonesia.
Asri MaharaniDivision of Nursing, Midwifery & Social Care, University of Manchester, Manchester, UK.
Aryana SatryaCenter for Social Security Studies, School of Strategic and Global Studies, Universitas Indonesia, Depok, Indonesia.
Dwidjo SusiloDepartment of Public Policy and Management, Faculty of Social and Political Sciences, Universitas Gadjah Mada, Yogjakarta, Indonesia.
Matt SuttonDivision of Population Health, Health Services Research & Primary Care, University of Manchester, Manchester, UK.
Hasbullah ThabranyNational Commission for Tobacco Control, Jakarta, Indonesia.
Herni SusantiFaculty of Nursing, Universitas Indonesia, Depok, Indonesia.
Helen BrooksDivision of Nursing, Midwifery & Social Care, University of Manchester, Manchester, UK.
Penny BeeDivision of Nursing, Midwifery & Social Care, University of Manchester, Manchester, UK.
Jack WilkinsonDivision of Population Health, Health Services Research & Primary Care, University of Manchester, Manchester, UK. jack.wilkinson@manchester.ac.uk.

Funding

National Institute for Health and Care Research NIHR134638
6 · The paper itself

Abstract

backgroundDepression has become the leading cause of disease burden in low- and middle-income countries. However, evidence on the determinants of depression in those countries has been limited. This study aims to identify the factors in individual and area levels associated with depression using existing nationally representative data in Indonesia.

methodsMultilevel mixed-effects logistic regression models were performed on various national-scale Indonesian cross-sectional surveys and Indonesian Population Census to estimate those associations. We included adults aged 18 + who participated in the National Basic Health Research 2018 in this study. Depression was measured using the Mini International Neuropsychiatric Interview (MINI). Individual level variables include demographic characteristics, socioeconomic status, history of diseases, health behaviours, healthcare accessibility, and familial history of psychosis. District-level variables include the availability of health providers and professionals, regional gross domestic product, and the happiness index.

resultsWe found that individual-level factors, i.e., education, occupation, marital status, economic status, comorbidities, health behaviours, and difficulty with healthcare access were associated with the risk of depression. Happiness index as district-level factor, is related to the odds of depression. District-level factors, including the availability of general practitioners and mental health professionals and the density of healthcare providers, had no significant association with depression. The measured variables provided modest explanatory value overall.

conclusionIndividual-level factors are associated with depression among adults in Indonesia. Among the district level factors, only happiness index is related to depression. These results strengthen previous studies which stated determinants at the individual level are an important factor in depression. Therefore, effective prevention programs in mental health need to target both individuals and families.

Indexed as

DepressionAdolescentAdultAgedCross-Sectional StudiesFemaleHealth Services AccessibilityHumansIndonesiaMaleMiddle AgedMultilevel AnalysisRisk FactorsSocioeconomic FactorsYoung AdultDepressionDistrict-level factorsIndividual-level factorsIndonesiaNational basic health research

Identifiers

PMID41039354
PMCPMC12492620

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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.