Evidence map›Paper›PMID 40360713›Full record

ArticleCommunications psychology2025

Multilevel multiverse meta-analysis indicates lower IQ as a risk factor for physical and mental illness.

Jonathan Fries, Sandra Oberleiter, Fabian A Bodensteiner, Nikolai Fries, Jakob Pietschnig

Abstract read
In one paragraph

Article in Communications psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 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

5 authors.

Jonathan FriesDepartment of Developmental and Educational Psychology, Faculty of Psychology, University of Vienna, Vienna, Austria. jonathan.fries@univie.ac.at.ORCID http://orcid.org/0000-0003-3253-5109
Sandra OberleiterDepartment of Developmental and Educational Psychology, Faculty of Psychology, University of Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0003-1291-6609
Fabian A BodensteinerIndependent researcher, Vienna, Austria.ORCID http://orcid.org/0009-0003-9585-1763
Nikolai FriesIndependent researcher, Vienna, Austria.ORCID http://orcid.org/0009-0009-0426-1930
Jakob PietschnigDepartment of Developmental and Educational Psychology, Faculty of Psychology, University of Vienna, Vienna, Austria.ORCID http://orcid.org/0000-0003-0222-9557

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Is lower intelligence in early life an overlooked risk factor for later physical and mental illness? Intelligence shapes decision-making, career paths, and other health-relevant factors. However, our understanding of its association with health remains limited because there is no quantitative synthesis of the literature. Here, we conducted a comprehensive systematic review and meta-analysis of associations between intelligence test scores and mental and physical health. We included studies reporting standardized intelligence test scores obtained in childhood, adolescence, or early adulthood (<21 years of age) and their association with later-life health outcomes. We excluded studies limited to clinical populations without healthy controls. Our three-level multiverse analyses of 49 studies (N > 2,900,000) showed a 15-point IQ disadvantage in early life was associated with a 22 percent higher risk of later mental and physical illness (logHR = 0.20, 95% CI [0.13, 0.26]). Lower IQ predicted disease risk across various conditions, including schizophrenia, depression, dementia, and diabetes. Notably, the association between IQ and future health diminished with improved healthcare quality and when education was statistically held constant. Nevertheless, a meaningful effect of intelligence remained after adjusting for these variables. Multiple methods for detecting dissemination bias indicated that risk of bias was low. While our summary effect estimates are precise, all included data were collected in highly developed nations. Further, samples were predominantly male, potentially limiting generalizability. We show that lower IQ scores in early life are linked to a higher risk of later physical and mental illness. Improving education and healthcare quality appears as potential measures to address the issue. This research received no specific funding.

Identifiers

PMID40360713
PMCPMC12075591

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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.