Evidence map›Paper›PMID 42017995›Full record

ArticlePsychological research2026

The asymmetric bias: race-based lightness perception fades only for female faces, not for male.

Qiaoyu Fan, Linlin Yan, Zhe Wang, Yu-Hao P Sun

Abstract read
PubMed Publisher
In one paragraph

Article in Psychological research, 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.

Qiaoyu FanDepartment of Psychology, Zhejiang Sci-tech University, 928 Second Avenue, Hangzhou, 310018, Zhejiang, China.
Linlin YanDepartment of Psychology, Zhejiang Sci-tech University, 928 Second Avenue, Hangzhou, 310018, Zhejiang, China. yanlinlin@zstu.edu.cn.ORCID http://orcid.org/0000-0002-9710-6578
Zhe WangDepartment of Psychology, Zhejiang Sci-tech University, 928 Second Avenue, Hangzhou, 310018, Zhejiang, China.ORCID http://orcid.org/0000-0003-3339-9540
Yu-Hao P SunDepartment of Psychology, Zhejiang Sci-tech University, 928 Second Avenue, Hangzhou, 310018, Zhejiang, China.ORCID http://orcid.org/0000-0001-9559-1146

Funding

2025 Teaching and Education Reform Funding Project of Zhejiang Sci-Tech University jgzd202501Major Humanities and Social Sciences Research Projects in Zhejiang higher education institutions 2024QN133National Undergraduate Innovation Training Program Project of 2025 202510338069Zhejiang Province Education Science Planning Project 2024SCG329
6 · The paper itself

Abstract

Previous research has shown that race and gender information can influence the perceived lightness of faces, as social categorization may introduce biases in perception and memory. However, individuals cannot easily process one facial attribute in isolation. To address this, this study systematically examined the joint effects of race and gender on perceived face lightness across two experiments: the first employed a simultaneous lightness matching task, while the second utilized a delayed lightness matching task. The results revealed a critical gender-based asymmetry. For male faces, the classic race-based lightness bias (with Caucasian faces perceived as lightest, African faces as darkest, and Asian faces as intermediate) was observed and remained stable across both perceptual and memory stages. In contrast, the influence of race on female faces was more complex: a racial lightness bias (with Caucasian faces perceived as lightest, African faces as intermediate, and Asian faces as darkest) was present during initial perceptual processing, but this bias was not maintained in the subsequent memory-based task. Regarding participant gender effects, faces were generally perceived as lighter by male participants than by female participants during perceptual processing. In the memory-based task, however, these participant gender differences in perceived lightness were no longer observed. These results provide the novel insight that social category influences are not uniform but are gated by category intersectionality (race ✕ gender) and processing stage, revealing a uniquely dynamic perceptual status for female faces.

Indexed as

Facial RecognitionRacial GroupsSocial PerceptionAdultAsian PeopleBlack PeopleFemaleHumansMaleSex FactorsWhite PeopleYoung AdultFace perceptionGenderLightness perceptionMemory-based processingPerceptual processingRaceSocial categorization

Identifiers

What OpenQuestion holds

Textmetadata
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.