Evidence map›Paper›PMID 41888133›Full record

ArticleNature communications2026

Higher education predicts global cultural similarity to WEIRD countries.

Cindel J M White, Michael Muthukrishna

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Active inference goes to school: the importance of active learning in the age of large language models.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2024
    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

2 authors.

Cindel J M WhiteDepartment of Psychology, York University, Toronto, ON, Canada. cjmwhite@yorku.ca.ORCID http://orcid.org/0000-0001-6050-2449
Michael MuthukrishnaDepartment of Psychology, New York University, New York, NY, USA.

Funding

Gouvernement du Canada | Social Sciences and Humanities Research Council of Canada (Conseil de recherches en sciences humaines du Canada) 430-2022-00762John Templeton Foundation (JTF) JTF62280Templeton World Charity Foundation (Templeton World Charity Foundation, Inc.) TWCF0620
6 · The paper itself

Abstract

Behavioral scientists increasingly recruit participants from less-WEIRD (Western, Educated, Industrialized, Rich, and Democratic) societies, but continue to oversample highly educated people, such as university students and online workers. Here we test how representative highly educated individuals are of the world's cultural diversity. We used the cultural fixation index (CF

Indexed as

Cross-Cultural ComparisonCultural DiversityCultureEducational StatusChinaEuropeFemaleHumansMaleSocial ClassStudents

Identifiers

PMID41888133
PMCPMC13021936

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.