Role of Artificial Intelligence and Machine Learning in Facial Aesthetic Surgery: A Systematic Review.

Journal: Facial plastic surgery & aesthetic medicine
PMID:

Abstract

To analyze the quality of artificial intelligence (AI) and machine learning (ML) tools developed for facial aesthetic surgery. Medline, Embase, CINAHL, Central, Scopus, and Web of Science databases were searched in February 2024. All original research in adults undergoing facial aesthetic surgery was included. Pilot reports, case reports, case series ( < 5), conference proceedings, letters (except research letters and brief reports), and editorials were excluded. Facial aesthetic surgery procedures employing AI and ML tools to measure improvements in diagnostic accuracy, predictive outcomes, precision patient counseling, and the scope of facial aesthetic surgery procedures where these tools have been implemented. Out of 494 initial studies, 66 were included in the qualitative analysis. Of these, 42 (63.6%) were of "good" quality, 20 (30.3%) were of "fair" quality, and 4 (6.1%) were of "poor" quality. AI improves diagnostic accuracy, predictive capabilities, patient counseling, and facial aesthetic surgery treatment planning.

Authors

  • Brooke Stephanian
    Indiana University School of Medicine, Indianapolis Indiana, USA.
  • Sabin Karki
    Indiana University School of Medicine, Indianapolis Indiana, USA.
  • Kirin Debnath
    Menlo School, Atherton, California, USA.
  • Mikhail Saltychev
    Department of Physical and Rehabilitation Medicine, Turku University Hospital and University of Turku, Turku, Finland.
  • Monica Rossi-Meyer
    Division of Facial Plastic and Reconstructive Surgery, Stanford University School of Medicine, Stanford, California, USA.
  • Cherian Kurian Kandathil
    Division of Facial Plastic and Reconstructive Surgery, Stanford University School of Medicine, Stanford, California, USA.
  • Sam P Most
    Division of Facial Plastic and Reconstructive Surgery, Stanford University School of Medicine, Stanford, California, USA.