Evidence map›Paper›PMID 40001772›Full record

ArticleBehavioral sciences (Basel, Switzerland)2025

The Crucial Role of the Eyes in Predicting Facial Attractiveness from Parts.

Xiaolan Gao, Hongjie Li, Xiao Han, Yong Ren, Yue Qi, Wenfeng Chen

Abstract read
In one paragraph

Article in Behavioral sciences (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

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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

6 authors.

Xiaolan GaoDepartment of Psychology, Renmin University of China, Beijing 100872, China.ORCID 0009-0001-2331-8885
Hongjie LiDepartment of Psychology, Renmin University of China, Beijing 100872, China.
Xiao HanDepartment of Psychology, Renmin University of China, Beijing 100872, China.
Yong RenDepartment of Psychology, Renmin University of China, Beijing 100872, China.
Yue QiDepartment of Psychology, Renmin University of China, Beijing 100872, China.
Wenfeng ChenFaculty of Health and Wellness, City University of Macau, Macau, China.ORCID 0000-0002-4271-8366

Funding

building world-class universities (disciplines) of Renmin University of China. Project No. 2018 RUCPSY0007National Natural Science Foundation of China 32471130, 32000771the Fundamental Research Funds for the Central Universities, and the Research Funds of Renmin University of China 21XNLG13
6 · The paper itself

Abstract

Perceiving facial attractiveness based on partial information is a common experience in social interactions, where we often view only parts of faces. However, our understanding of predictions of the whole face from its parts remains limited. This study investigated this by dividing faces into the top and bottom halves (Study 1) and the forehead, eyes, nose, and mouth (Study 2). We compared how attractiveness was predicted from these parts versus when the whole face was fully observed. In the findings, overestimations occurred when predicting from the eyes (or the top half). Similarly, predictions from the nose resulted in overestimations, though to a lesser extent. In contrast, no difference was found between the predicted and observed attractiveness of the whole face when predicting from the mouth (or the bottom half). Further analysis revealed that the eyes were the most significant predictor of facial attractiveness across all facial features. Interestingly, higher attractiveness of the eyes was associated with a greater extent of overestimations in predictions from the eyes, whereas predictions from other parts exhibited a reduced extent of overestimations. These findings implied that predictions were influenced by the eyes, underscoring the critical role the eyes play in the process of predicting facial attractiveness.

Indexed as

eyesfacial attractivenessfacial partspredicting the whole face from the parts

Identifiers

PMID40001772
PMCPMC11851706

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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.