Evidence map›Paper›PMID 41787414›Full record

ArticleBMC medicine2026

Parental income in childhood and health outcomes across age groups: a register-based study from Norway.

Bjørn-Atle Reme, Hans Fredrik Sunde, Fartein Ask Torvik, Jonas Minet Kinge, Bjørn Heine Strand, Jonathan Wörn

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

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5 · Who and what money

Authors and funding

6 authors.

Bjørn-Atle RemeNorwegian Institute of Public Health, Oslo, Norway. bjorn-atle.reme@fhi.no.
Hans Fredrik SundeNorwegian Institute of Public Health, Oslo, Norway.
Fartein Ask TorvikNorwegian Institute of Public Health, Oslo, Norway.
Jonas Minet KingeNorwegian Institute of Public Health, Oslo, Norway.
Bjørn Heine StrandNorwegian Institute of Public Health, Oslo, Norway.
Jonathan WörnNorwegian Institute of Public Health, Oslo, Norway.

Funding

Norges Forskningsråd 262700
6 · The paper itself

Abstract

backgroundParental socioeconomic status is associated with health outcomes across age. However, the specific age-, gender-, and disease-related patterns linking parental income during early childhood to healthcare utilization across age remain poorly characterized. Enhanced understanding of these associations is essential to inform targeted interventions and improve health equity.

methodsThis cross-sectional study analyzed primary care consultations for all Norwegian residents aged 10-59 in 2018 (N = 2,882,669), merged with parental income records from 1958 up until 2017. The analysis was restricted to GP consultations for diseases or disorders, excluding consultations for symptoms and complaints. Analyses were stratified by sex, age, and type of health problem. We also examined how adult income and education mitigate socioeconomic disparities in healthcare utilization.

resultsIndividuals from low parental income backgrounds had higher primary care utilization. In the lowest parental income quintile, females averaged 1.89 (SD 3.30) and males 1.24 (SD 2.65) consultations per year, compared to 1.60 (SD 2.94) and 1.00 (SD 2.21), respectively, in the highest quintile. Socioeconomic differences varied by age and disease type. Among females, the largest inequality occurred at age 24, with 1.97 (95% CI 1.89-2.05) consultations in the lowest quintile versus 1.17 (95% CI 1.11-1.23) in the highest. For males, inequality was largest at age 31, with 1.22 (95% CI 1.15-1.30) versus 0.78 (95% CI 0.74-0.83) consultations. Disease-specific differences showed the largest odds ratios for psychological (females: OR 1.54, 95% CI 1.51-1.57; males: OR 1.64, 95% CI 1.60-1.68) and endocrine/nutritional issues (females: OR 1.34, 95% CI 1.32-1.37; males: OR 1.35, 95% CI 1.31-1.38). Adjusting for adult education and income eliminated most disparities, except for musculoskeletal and endocrine/nutritional health problems.

conclusionsLower parental income in childhood was associated with higher adult primary care use, particularly for psychological, musculoskeletal, and endocrine conditions, with heterogeneity by age and sex. These associations were attenuated when accounting for individuals' own education and income, suggesting that policies that enhance educational attainment and economic opportunity can help reduce health inequalities.

Indexed as

IncomeParentsPatient Acceptance of Health CareAdolescentAdultAge FactorsChildCross-Sectional StudiesFemaleHumansLow Socioeconomic StatusMaleMiddle AgedNorwayPrimary Health CareRegistriesHealth inequalitiesParental incomePrimary care utilization

Identifiers

PMID41787414
PMCPMC13077859

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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.