Evidence map›Paper›PMID 39930951›Full record

Observational studyAmerican journal of epidemiology2026

Heterogenous long-term health and social outcomes of type 1 diabetes: a full population 30-year observational cohort study.

Aapo Hiilamo, Niina Metsä-Simola, Philipp Dierker, Pekka Martikainen, Mikko Myrskyla

Abstract readObservational Study
In one paragraph

Observational study in American journal of epidemiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Aapo HiilamoLaboratory of Population Health, Max Planck Institute for Demographic Research, Rostock, Germany.
Niina Metsä-SimolaMax Planck-University of Helsinki Center for Social Inequalities in Population Health, Rostock, Germany.ORCID 0000-0001-8813-3980
Philipp DierkerLaboratory of Population Health, Max Planck Institute for Demographic Research, Rostock, Germany.
Pekka MartikainenMax Planck-University of Helsinki Center for Social Inequalities in Population Health, Rostock, Germany.ORCID 0000-0001-9374-1438
Mikko MyrskylaLaboratory of Population Health, Max Planck Institute for Demographic Research, Rostock, Germany.

Funding

Identifying the Causes of the Stagnation in National U.S. Cardiovascular Disease MortalityR01AG075208 · NIA · UNIVERSITY OF TEXAS MED BR GALVESTON · PI NEIL MEHTA · 2023 to 2026
$1.5M
European Research Council under the European Union's Horizon 2020 101019329Faculty of Social Sciences at the University of Helsinki 101071773Max Planck Society 5714240218Max Planck-University of Helsinki Center from the Jane and Aatos Erkko Foundation 210046Max Planck-University of Helsinki Center from the Max Planck Society 5714240218NIA NIH HHS R01 AG075208NIA NIH HHS R01AG075208Research Council of Finland 363724Strategic Research Council 345130Strategic Research Council 345131Strategic Research Council 345219Strategic Research Council 352543-352572University of Helsinki 77204227
6 · The paper itself

Abstract

Type 1 diabetes (T1D) is known to have adverse long-term health and social outcomes, but the modifying factors are largely unknown. We investigate to what extent T1D outcomes are modified by area-, household-, and individual-level social and economic characteristics in Finland. National registers from 1987 to 2020 were used to identify all 3048 children with T1D diagnosed at ages 7-17 years and matched controls (n = 78 883). Using causal forests, we estimated the average association between T1D and adult health, social, and economic outcomes at ages 28-30 years, and the modifying roles of more than 30 covariates. Individuals with T1D were more likely to be deceased (2.3% vs 0.9% in the control group), to use antidepressants (17% vs 13%), and to be unpartnered (36% vs 32%), and had more months of unemployment (1.18 vs 1.02) and lower annual income (25 697 euros vs 27 453 euros), but not significantly lower educational attainment (10.8% vs 10.3% with only basic education). Type 1 diabetes had a heterogenous association with all outcomes except mortality and income, but no specific population subgroup was vulnerable across all outcomes. However, women with T1D had particularly high rates of antidepressant use, and individuals from low socioeconomic families were more likely to be unpartnered.

Indexed as

Diabetes Mellitus, Type 1Health StatusAdolescentAdultChildCohort StudiesFemaleFinlandHumansMaleRegistriesSocioeconomic Factorscausal forestregister researchtype 1 diabetes

Identifiers

PMID39930951
PMCPMC12780756

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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 OpenQuestion graph.