Evidence map›Paper›PMID 41706866›Full record

ArticleScience advances2026

The marginal majority effect: When social influence produces lock-in.

Alexandros Gelastopoulos, Pantelis P Analytis, Gaël Le Mens, Arnout van de Rijt

Abstract read
In one paragraph

Article in Science advances, 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

4 authors.

Alexandros GelastopoulosDepartment of Social and Behavioral Sciences, Toulouse School of Economics, University of Toulouse Capitole, Toulouse 31080, France.ORCID 0000-0003-1428-0130
Pantelis P AnalytisDepartment of Business and Management, University of Southern Denmark, Odense DK-5230, Denmark.
Gaël Le MensDepartment of Economics and Business, Universitat Pompeu Fabra, Barcelona 08005, Spain.
Arnout van de RijtDepartment of Political and Social Sciences, European University Institute, San Domenico di Fiesole (FI) 50014, Italy.ORCID 0000-0002-4208-3452

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

People are influenced by the choices of others, a phenomenon observed across contexts in the social and behavioral sciences. Social influence can lock in an initial popularity advantage of an option over a higher quality alternative. Yet, several experiments designed to enable social influence have found that social systems self-correct rather than lock in. Here, we identify a behavioral phenomenon that makes inferior lock-in possible, which we call the "marginal majority effect": a discontinuous increase in the choice probability of an option as its popularity exceeds that of a competing option. We demonstrate the existence of a marginal majority effect in several recent experiments and show that lock-in always occurs when the effect is large enough to offset the quality effect on choice but rarely otherwise. Our results reconcile conflicting past empirical evidence and connect a behavioral phenomenon to the possibility of social lock-in.

Identifiers

PMID41706866
PMCPMC12915603

What OpenQuestion holds

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LicenceCC BY
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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.