Evidence map›Paper›PMID 26441352›Full record

ArticleCurrent biology : CB2015

Individual Aesthetic Preferences for Faces Are Shaped Mostly by Environments, Not Genes.

Laura Germine, Richard Russell, P Matthew Bronstad, Gabriëlla A M Blokland, Jordan W Smoller, Holum Kwok, Samuel E Anthony, Ken Nakayama, Gillian Rhodes, Jeremy B Wilmer

Open access · greenAbstract read
In one paragraph

Article in Current biology : CB, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 51 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
51citing papers in PubMed, 1 pooled it
7.8field-weighted citation impact, top 3% of its field
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

51 citing papers in PubMed, 1 synthesis or guideline pooled it, 126 citations in OpenAlex.

  1. Pooled it
  2. Dyadic Person Similarity Predicts Similarity in Face Judgements.Quarterly journal of experimental psychology (2006) · 2026
    Article
  3. Baby face enlarges perceived reachable space.Experimental brain research · 2026
    Article
  4. Article
  5. Conceptual trait associations predict impressions of highly variable faces.British journal of psychology (London, England : 1953) · 2026
    Article
  6. Article
  7. Face evaluation: Findings, methods, and challenges.Annals of the New York Academy of Sciences · 2025
    Review
  8. The perceptual primacy of feeling: Affectless visual machines explain a majority of variance in human visually evoked affect.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  9. Article
  10. Review
  11. Article
  12. Article
  13. Article
  14. Article
  15. Revealing Fine-grained Genetically Informed Cortical Parcellation Maps of Neonates Based on Multi-view Spectral Clustering.Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference · 2024
    Article
  16. Article
  17. Article
  18. Article
  19. Aesthetic experience models human learning.Frontiers in human neuroscience · 2023
    Article
  20. Understanding trait impressions from faces.British journal of psychology (London, England : 1953) · 2022
    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

10 authors at 5 institutions in 2 countries.

Laura GerminePsychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Psychology, Harvard University, Cambridge, MA 02138, USA; Department of Psychiatry, Harvard Medical School, Boston, MA 02115, USA. Electronic address: lgermine@gmail.com.
Richard RussellPsychology Department, Gettysburg College, Gettysburg, PA 17325, USA.
P Matthew BronstadMassachusetts Eye and Ear Infirmary, Harvard Medical School, Boston, MA 02114, USA.
Gabriëlla A M BloklandPsychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Psychiatry, Harvard Medical School, Boston, MA 02115, USA.
Jordan W SmollerPsychiatric and Neurodevelopmental Genetics Unit, Center for Human Genetic Research, Massachusetts General Hospital, Boston, MA 02114, USA; Department of Psychiatry, Harvard Medical School, Boston, MA 02115, USA.
Holum KwokDepartment of Psychology, Wellesley College, Wellesley, MA 02481, USA.
Samuel E AnthonyDepartment of Psychology, Harvard University, Cambridge, MA 02138, USA.
Ken NakayamaDepartment of Psychology, Harvard University, Cambridge, MA 02138, USA.
Gillian RhodesARC Centre of Excellence in Cognition and Its Disorders, School of Psychology, University of Western Australia, Crawley, WA 6009, Australia.
Jeremy B WilmerDepartment of Psychology, Wellesley College, Wellesley, MA 02481, USA.
Harvard University · USWellesley College · USGettysburg College · USMassachusetts Eye and Ear Infirmary · USThe University of Western Australia · AU

Funding

Stuart T. Hauser Research Training Program in Biological and Social Psychiatry.T32MH016259 · NIMH · JUDGE BAKER CHILDREN'S CENTER · PI Marek Kubicki, Martha E. Shenton · 1985 to 2026
$8.4M
Research and Mentoring on Integrating Psychiatric Genetics and NeuroscienceK24MH094614 · NIMH · MASSACHUSETTS GENERAL HOSPITAL · PI SMOLLER, JORDAN W · 2012 to 2016
$925k
Schizophrenia genetics, neural and cognitive phenotypes, and social functioningF32MH102971 · NIMH · MASSACHUSETTS GENERAL HOSPITAL · PI GERMINE, LAURA THI · 2013 to 2016
$132k
NIMH NIH HHS F32 MH102971NIMH NIH HHS F32MH102971NIMH NIH HHS K24 MH094614NIMH NIH HHS K24MH094614NIMH NIH HHS T32 MH016259NIMH NIH HHS T32MH016259
6 · The paper itself

Abstract

Although certain characteristics of human faces are broadly considered more attractive (e.g., symmetry, averageness), people also routinely disagree with each other on the relative attractiveness of faces. That is, to some significant degree, beauty is in the "eye of the beholder." Here, we investigate the origins of these individual differences in face preferences using a twin design, allowing us to estimate the relative contributions of genetic and environmental variation to individual face attractiveness judgments or face preferences. We first show that individual face preferences (IP) can be reliably measured and are readily dissociable from other types of attractiveness judgments (e.g., judgments of scenes, objects). Next, we show that individual face preferences result primarily from environments that are unique to each individual. This is in striking contrast to individual differences in face identity recognition, which result primarily from variations in genes [1]. We thus complete an etiological double dissociation between two core domains of social perception (judgments of identity versus attractiveness) within the same visual stimulus (the face). At the same time, we provide an example, rare in behavioral genetics, of a reliably and objectively measured behavioral characteristic where variations are shaped mostly by the environment. The large impact of experience on individual face preferences provides a novel window into the evolution and architecture of the social brain, while lending new empirical support to the long-standing claim that environments shape individual notions of what is attractive.

Indexed as

BeautyEnvironmentEstheticsFaceAdultFemaleHumansJudgmentMaleMiddle AgedSocial PerceptionTwins

Identifiers

PMID26441352
PMCPMC4629915
OpenAlexW2133105301

What OpenQuestion holds

Textmetadata
LicenceTDM
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.