Evidence map›Paper›PMID 41750096›Full record

ArticleBehavioral sciences (Basel, Switzerland)2026

The 'Conceptual Distance Effect' in the Causal Effects Under Experimental Manipulation Between Attitude and Stereotype.

Yang Yang, Xue Bai, Jiejie Liao, Yujie Chen, Lei Mo

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

5 authors.

Yang YangDepartment of Experimental Psychology, Ghent University, 9000 Ghent, Belgium.ORCID 0009-0000-6241-7029
Xue BaiShenzhen Zhili School, Shenzhen 518000, China.
Jiejie LiaoSchool of Education, Guangdong University of Education, Guangzhou 510303, China.ORCID 0000-0003-3191-6874
Yujie ChenCenter for Studies of Psychological Application, South China Normal University, Guangzhou 510631, China.
Lei MoCenter for Studies of Psychological Application, South China Normal University, Guangzhou 510631, China.ORCID 0000-0001-8586-7508

Funding

Project of the Key Institute of Humanities and Social Science 16JJD880025
6 · The paper itself

Abstract

Understanding how attitudes and stereotypes influence each other is central to social cognition, yet prior findings have been inconsistent, with some indicating strong connections and others suggesting separation. To help explain these discrepancies, we introduce the construct of conceptual distance, defined as the evaluative proximity between attitude objects and stereotypical trait dimensions (e.g., warmth, morality, competence). Across four experiments, we first measured conceptual distance using a forced-choice task that estimated how closely each trait dimension aligns with positive or negative valence. We then tested whether the strength of causal effects between attitudes and stereotypes corresponds to these distances. Attitudes or stereotypes were manipulated using evaluative conditioning (EC), and their effects were measured through either explicit self-report ratings or Implicit Association Tests (IATs). Results consistently showed stronger causal effects for stereotype dimensions that were evaluatively closer to attitudes (warmth and morality) than for more distant ones (competence). These findings offer initial evidence for a correspondence between conceptual distance and the strength of experimentally induced influence. The study contributes to theories of causal cognition and social representation, and offers implications for designing interventions that aim to reduce stereotype-based bias and promote more flexible social inferences.

Indexed as

attitudebeliefcausal effects under experimental manipulationconceptual distanceevaluative conditioningsocial cognitionstereotype

Identifiers

PMID41750096
PMCPMC12938441

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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.