Evidence map›Paper›PMID 39964726›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Measuring population heterogeneity requires heterogeneous populations.

Antonia Krefeld-Schwalb, Xuwen Hua, Eric J Johnson

Abstract readLetter
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  2. Headache associated with adverse cognitive trajectories in Chinese aging cohort: a group-based trajectory modeling study.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2026
    Article
  3. Beyond reweighting: On the predictive role of covariate shift in effect generalization.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  4. Reply to Krefeld-Schwalb et al.: Measuring population heterogeneity requires upholding good scientific practice.Proceedings of the National Academy of Sciences of the United States of America · 2025
    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

3 authors.

Antonia Krefeld-Schwalb *Rotterdam School of Management, Department of Marketing Management, Erasmus University, Rotterdam 3011 LC, Netherlands.ORCID 0000-0001-8698-8344
Xuwen HuaColumbia Business School, Marketing Division, Columbia University, New York City, NY 10027.
Eric J Johnson *Columbia Business School, Marketing Division, Columbia University, New York City, NY 10027.ORCID 0000-0001-7797-8347

Funding

NWO | Sociale en Geesteswetenschappen, NWO (SSH) VI.Veni.231E.072
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID39964726
PMCPMC11874009

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.