ArticleInternational journal of cosmetic science2025
Effects of under-eye skin and crow's feet on perceived facial appearance in women of five ethnic groups.
Article in International journal of cosmetic science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.
What it found
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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.
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Who cites it
3 citing papers in PubMed.
- Predicting Perceived Profile Attractiveness From Cephalometric Measurements Using Machine Learning.International dental journal · 2026Article
- Operational Standard for Tissue-Extracted Collagen Facial Injection Techniques.Clinical, cosmetic and investigational dermatology · 2026Article
- Effects of under-eye skin and crow's feet on perceived facial appearance in women of five ethnic groups.International journal of cosmetic science · 2025Article
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveAge-related skin changes in the periorbital region caused by intrinsic (e.g. atrophy of collagen and fat) and extrinsic (e.g. sun exposure) factors, including skin wrinkling, hyperpigmentation, dark circles and lateral canthal lines ('crow's feet'), are a concern for women. We investigated the impact of under-eye skin and crow's feet on perceptions of women's faces in different ethnic groups.
methodsFacial images of women (n = 180) from five ethnic groups were rated for age, health and attractiveness by naïve assessors of the same ethnic group (n = 120). Digital image analysis was used to quantify visible skin characteristics in two facial regions, that is, under the eyes (colour, gloss, tone evenness and wrinkles) and in the crow's feet region (wrinkles only). Skin image measurements were used to predict face ratings in the full sample and separately by ethnicity.
resultsEthnic differences were detected for measurements of skin colour, gloss, tone evenness and wrinkles - the latter under the eyes and in the crow's feet region. Correlational and regression analysis indicated a major role of wrinkles (both regions) in predicting rated age, health and attractiveness from the facial portraits across ethnic groups, with some variation in the types or the predictive magnitude of skin characteristics.
conclusionThe predictive utility of under-eye wrinkles and crow's feet for rated age, health and attractiveness correspond to women's reported concern with under-eye bags, dark circles and crow's feet. Despite some ethnic differences in these features, their impact on women's facial appearance ratings is similar across ethnic groups.
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