One Profile to Rule Them All? A Neural Network Analysis of the Homogenizing Effect of Primary Rhinoplasty

This study illustrates that primary rhinoplasty patients have increased homogeneity postoperatively, particularly within surgeon cohorts. This is the first study in which the homogenizing effect of rhinoplasties are quantified with neural networks and show the quantifiable "signature" effect of a specific surgeon on their patients' appearances as a population. This study may impact how surgeons set patients' expectations. Level of Evidence: 3 (Therapeutic).

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Publication Details

Journal
Aesthetic Surgery Journal
Published
2025-06-11
DOI
https://doi.org/10.1093/asj/sjaf109
Primary Topic
Nasal Surgery and Airway Studies
Type
article
Field-Weighted Citation Impact
0.00
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article

One Profile to Rule Them All? A Neural Network Analysis of the Homogenizing Effect of Primary Rhinoplasty

Kristina Khaw, Stephen Lu
Aesthetic Surgery Journal
Nasal Surgery and Airway Studies
article

One Profile to Rule Them All? A Neural Network Analysis of the Homogenizing Effect of Primary Rhinoplasty

Kristina Khaw, Stephen Lu
article en

Abstract

This study illustrates that primary rhinoplasty patients have increased homogeneity postoperatively, particularly within surgeon cohorts. This is the first study in which the homogenizing effect of rhinoplasties are quantified with neural networks and show the quantifiable "signature" effect of a specific surgeon on their patients' appearances as a population. This study may impact how surgeons set patients' expectations. Level of Evidence: 3 (Therapeutic).

Aesthetic Surgery JournalVol. 45(10)
Dickinson College (US), Cooper Medical School of Rowan University (US)
Openalex Percentile: Top 77%
Nasal Surgery and Airway Studies
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