Evidence map›Paper›PMID 42626209›Full record

ArticleFrontiers in psychology2026

How environmental cues shape human face value perceptions-an exploration based on grounded theory.

Liming Chen, Changpeng Yang, Youyi Li, Yang Luo

Abstract read
In one paragraph

Article in Frontiers in psychology, 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

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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.

Liming Chen *Al-Farabi International Business School, Al-Farabi Kazakh National University, Almaty, Kazakhstan.
Changpeng Yang *Al-Farabi International Business School, Al-Farabi Kazakh National University, Almaty, Kazakhstan.
Youyi LiQian Dongnan Prefecture Traditional Chinese Medicine Hospital, Kaili, China.
Yang LuoDepartment of Education, General Graduate School, The Catholic University of Korea, Bucheon-si, Republic of Korea.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A high level of physical attractiveness can confer significant economic resources and behavioural advantages in social development, leading to increasing attention on the 'appearance economy'. While evaluations of attractiveness lack uniform standards, it is intriguing that the public exhibits a high degree of consensus regarding who qualifies as 'highly attractive'. This phenomenon suggests an underlying, discernible logic within aesthetic judgements. Faced with the escalating prevalence of 'appearance capitalism', there is an academic imperative to provide a theoretical interpretation of 'physical attractiveness', particularly to clarify the underlying logic of its aesthetic judgments. To explore this logic, this paper employs a Grounded Theory methodology. Through in-depth interviews with 35 participants from diverse backgrounds and genders, and following a three-tiered analytical process of open, axial, and selective coding, the data were analysed and refined. Empirical analysis of the interview data reveals that the essence of 'facial attractiveness' lies in a symbolically represented system jointly constructed by multiple environmental factors. This system comprises three intertextual dimensions: (1) a

Indexed as

aestheticsenvironmental cuesface valuegrounded theorymultidimensional attractivenesssymbolic capital

Identifiers

PMID42626209
PMCPMC13491643

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.