LimBSethIKahS, et al. Using generative artificial intelligence tools in cosmetic surgery: a study on rhinoplasty, facelifts, and blepharoplasty procedures. J Clin Med. 2023;12(20):6524. doi:10.3390/jcm12206524
2.
CohenSMBaimas-GeorgeMPonceC, et al. Is a picture worth a thousand words? a scoping review of the impact of visual aids on patients undergoing surgery. J Surg Educ. 2024;81(9):1276-1292. doi:10.1016/j.jsurg.2024.06.002
3.
VuykHDStroomerJVinayakB.The role of computer imaging in facial plastic surgery consultation: a clinical study. Clin Otolaryngol Allied Sci. 1998;23(3):235-243. doi:10.1046/j.1365-2273.1998.00139.x
4.
KochJRChavezADagumPNewmanJP.Advantages and disadvantages of computer imaging in cosmetic surgery. Dermatol Surg. 1998;24(2):195-198. doi:10.1111/j.1524-4725.1998.tb04137.x
5.
SharpHRTingayRSComanSMillsVRobertsDN.Computer imaging and patient satisfaction in rhinoplasty surgery. J Laryngol Otol. 2002;116(12):1009-1013. doi:10.1258/002221502761698748
6.
BaroneMDe BernardisRPersichettiP.Artificial intelligence in plastic surgery: analysis of applications, perspectives, and psychological impact. Aesthetic Plast Surg. 2025;49(5):1637-1639. doi:10.1007/s00266-024-03988-1
7.
JarvisTThornburgDRebeccaAMTevenCM.Artificial intelligence in plastic surgery: current applications, future directions, and ethical implications. Plast Reconstr Surg - Glob Open. 2020;8(10):e3200. doi:10.1097/GOX.0000000000003200
8.
Fortune-ElyMAchantaMSongMSH. The future of artificial intelligence in facial plastic surgery. JPRAS Open. 2024;39:89-92. doi:10.1016/j.jpra.2023.11.016
9.
KiwanOAl-KalbaniMRafieAHijaziY.Artificial intelligence in plastic surgery, where do we stand?JPRAS Open. 2024;42:234-243. doi:10.1016/j.jpra.2024.09.003
10.
MansoorMIbrahimAF.The transformative role of artificial intelligence in plastic and reconstructive surgery: challenges and opportunities. J Clin Med. 2025;14(8):2698. doi:10.3390/jcm14082698
11.
DhawanRBrooksKDShaulyOShayDLoskenA.Ethical considerations for generative artificial intelligence in plastic surgery. Plast Reconstr Surg - Glob Open. 2025;13(6):e6825. doi:10.1097/GOX.0000000000006825
12.
KenigNMonton EcheverriaJRubiC.Ethics for AI in plastic surgery: guidelines and review. Aesthetic Plast Surg. 2024;48(11):2204-2209. doi:10.1007/s00266-024-03932-3
13.
HanBC.The Transparency Society [Transparenzegesellschaft]. Stanford University Press; 2015.
14.
KnoopsPGMPapaioannouABorghiA, et al. A machine learning framework for automated diagnosis and computer-assisted planning in plastic and reconstructive surgery. Sci Rep. 2019;9(1):13597. doi:10.1038/s41598-019-49506-1
15.
ter HorstRvan WeertHLoonenT, et al. Three-dimensional virtual planning in mandibular advancement surgery: soft tissue prediction based on deep learning. J Cranio Maxillofac Surg. 2021;49(9):775-782. doi:10.1016/j.jcms.2021.04.001
16.
MaLXiaoDKimD, et al. Simulation of postoperative facial appearances via geometric deep learning for efficient orthognathic surgical planning. IEEE Trans Med Imaging. 2023;42(2):336-345. doi:10.1109/TMI.2022.3180078
17.
HarrisonLMEdisonRLHallacRR.Artificial intelligence applications in pediatric craniofacial surgery. Diagnostics. 2025;15(7):829. doi:10.3390/diagnostics15070829
18.
ParkJAMoonJHLeeJM, et al. Does artificial intelligence predict orthognathic surgical outcomes better than conventional linear regression methods?Angle Orthod. 2024;94(5):549-556. doi:10.2319/111423-756.1
19.
KnoedlerSAlfertshoferMSimonS, et al. Turn your vision into reality-AI-powered pre-operative outcome simulation in rhinoplasty surgery. Aesthetic Plast Surg. 2024;48(23):4833-4838. doi:10.1007/s00266-024-04043-9
20.
ChinskiHLerchRTournourDChinskiLCarusoD.An artificial intelligence tool for image simulation in rhinoplasty. Facial Plast Surg. 2022;38(2):201-206. doi:10.1055/s-0041-1729911
21.
YassaAAkhavanAAyadSAyadOColonAIgnatiukA.Facial aesthetics in artificial intelligence: first investigation comparing results in a generative AI study. Eplasty. 2025;25:e13.
22.
HuangRSBalasMYanFWulcAE.Use of text-to-image artificial intelligence model in preoperative counseling for lip-lift procedures. Plast Reconstr Surg. 2025;156(1):47e-50e. doi:10.1097/PRS.0000000000011860
23.
OzmenBBSchwarzGS.Critical evaluation of generative text-to-image AI models in plastic surgery: balancing promise and precision. Aesthet Surg J. 2025;45(9):n183-n184. doi:10.1093/asj/sjaf098
24.
RahmanESadeghi-EsfahlaniSRaoP, et al. Skin, scalpel and the silicon chip: a systematic review on the accuracy, bias and data governance of artificial intelligence in dermatology, minimally invasive aesthetics, aesthetic, plastic and reconstructive surgery. Eur J Plast Surg. 2025;48(1):17. doi:10.1007/s00238-025-02278-6
25.
LiuYDengKZhangCYuanZZhouJLiuC.The rise of intelligent plastic surgery: a 10-year bibliometric journey through AI applications, challenges, and transformative potential. Aesthetic Plast Surg. 2025. Published online July 14, 2025. doi:10.1007/s00266-025-05068-4
26.
KoimizuJNumajiriTKatoK.Machine learning and ethics in plastic surgery. Plast Reconstr Surg Glob Open. 2019;7:e2162. doi:10.1097/GOX.0000000000002162
27.
TrabilsyMGenoveseAPrabhaS, et al. Utilizing generative text-to-image artificial intelligence models to explore race, gender, and age in plastic and aesthetic surgery. Aesthet Surg J. 2025;45(9):NP172-NP178. doi:10.1093/asj/sjaf084
28.
De BernardisRSalzilloRPersichettiP. Artificial intelligence in rhinoplasty: precision or over-reliance?Aesthetic Plast Surg. 2025;49:5653-5654. Published online May 19, 2025. doi:10.1007/s00266-025-04954-1
29.
ChenJIshiiMBaterKL, et al. Association between the use of social media and photograph editing applications, self-esteem, and cosmetic surgery acceptance. JAMA Facial Plast Surg. 2019;21(5):361-367. doi:10.1001/jamafacial.2019.0328
30.
TaritsaICFoppianiJAEscobarMJ, et al. Impact of artificial intelligence (AI) image enhancing filters on patient expectations for plastic surgery outcomes. Aesthetic Plast Surg. 2025;49(13):3849-3857. doi:10.1007/s00266-024-04635-5
31.
NogueiraREguchiMKasmirskiJ, et al. Machine learning, deep learning, artificial intelligence and aesthetic plastic surgery: a qualitative systematic review. Aesthetic Plast Surg. 2025;49(1):389-399. doi:10.1007/s00266-024-04421-3
32.
SadatiMSRadanfarR.“Filter dysmorphia”: an emerging phenomenon in cosmetic dermatology. J Cosmet Dermatol. 2023;22(3):1127. doi:10.1111/jocd.15483
33.
VerasEMRomán LedesmaSAcosta MatosJA, et al. Influence of social media filters on plastic surgery: a surgeon’s perspective on evolving patient demands. Cureus. 2025;17(3):e80483. doi:10.7759/cureus.80483
34.
McDougallRJ.Computer knows best? the need for value-flexibility in medical AI. J Med Ethics. 2019;45(3):156-160. doi:10.1136/medethics-2018-105118
