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An Artificial Intelligence Tool Used for Patient Selection in Cosmetic Surgery
Ruoyu Li1,2, Jian Zheng3, Li Xu3
1Department of Plastic Surgery, Peking University Third Hospital, 49 North Garden Road, Haidian District, Beijing, 100191, China.
Aesthetic Plastic Surgery
|May 9, 2025
Summary
Artificial intelligence (AI) can assist plastic surgeons in selecting cosmetic surgery patients. An AI tool showed high agreement with surgeons, accurately identifying suitable candidates.
Area of Science:
- Plastic Surgery
- Artificial Intelligence
- Medical Informatics
Background:
- Cosmetic surgery demand is rising, necessitating careful patient selection.
- Psychological assessment poses challenges for plastic surgeons.
- Artificial intelligence (AI) offers potential solutions for preoperative patient evaluation.
Purpose of the Study:
- To develop and validate an AI-based tool for cosmetic surgery patient selection.
- To assess the accuracy and reliability of AI in identifying suitable surgical candidates.
- To provide surgeons with a practical tool for informed patient selection.
Main Methods:
- An AI tool was developed using the XGBoost algorithm, informed by surgeon expertise.
- 37 patients were evaluated by the AI system and two senior plastic surgeons.
- Clinical validation assessed the AI's agreement with surgeon assessments.
Main Results:
- High agreement was observed between the AI tool and surgeons (73% concordance on suitability).
- Strong positive correlations (r > 0.879) were found between AI and surgeon assessments.
- The AI tool demonstrated high accuracy in patient selection for cosmetic surgery.
Conclusions:
- The first smartphone-based AI tool for cosmetic surgery patient evaluation has been developed.
- This AI tool supports surgeons in making effective and informed patient selection decisions.
- Clinical validation confirmed the AI tool's strong performance and reliability.

