Dr. Shauly
Research
Devices
Digital Curbside
Innovation
Podcast
About
Contact

Dr. Orr Shauly

Plastic & Reconstructive Surgery

ResearchDevicesDigital CurbsideInnovationPodcastAboutContact

© 2026 Dr. Orr Shauly

LinkedInInstagramX / Twitter
← All publications

January 2025

Defining Femininity: Crowdsourced Insights on Gendered Facial Features Across Ethnicities

Facial feminization surgery has become a key component of the male-to-female transition.

Why this matters

Facial feminization surgery has become a key component of the male-to-female transition. This work contributes to evidence-based plastic and reconstructive surgery — helping clinicians interpret outcomes, refine technique, and counsel patients with clearer data.

Author

Dr. Orr Shauly

Plastic and reconstructive surgery resident at Emory University (UCLA BS, USC MD) with an h-index of 15 and peer-reviewed work spanning aesthetic surgery, reconstruction, medical devices, and AI in medicine.

AboutAll researchRequest full text →

Abstract

Facial feminization surgery has become a key component of the male-to-female transition. The authors of this study aim to determine which facial features are viewed as most masculine or feminine across biological sex and ethnicity. Four web-based survey instruments were used, displaying an image set of artificial intelligence-generated cis-male and cis-female facial photographs from the following ethnicities: Black, Asian, Oceanic, South Asian, and Caucasian. Faces were divided into 11 unique components and were thus rated on a scale from 1 (most masculine) to 11 (most feminine). A total of 2566 respondents completed the survey instruments. Respondents identified the lips as the most feminine facial feature (range, 7.98-9.41, P < .0001). Female respondents found the lips to be the most feminine feature of all faces except those of the Black female and Caucasian male, in which the eyes were rated as the most feminine (8.09, 8.20, P < .0001). The most masculine facial features were the mandibular angle (4.67), laryngeal prominence (4.81), chin (4.94), and hairline (5.17), whereas the most feminine features were the lips (8.50), eyes (7.84), orbits (6.74), and cheeks (6.73), which were all statistically significant (P < .05). The authors of this study provide valuable insight into the public's perception of inherently masculine and feminine facial features across ethnicity and gender.

Read full articleRequest full text