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A Novel Artificial Intelligence Model for Symmetry Evaluation in Breast Cancer Patients.

作者信息

Kenig Nitzan, Monton Echeverria Javier, Chang Azancot Luis, De la Ossa Luis

机构信息

Department of Plastic and Reconstructive Surgery, Albacete University Hospital, Albacete, Spain.

Department of Plastic Surgery, Albacete University Hospital, Albacete, Spain.

出版信息

Aesthetic Plast Surg. 2024 Apr;48(7):1500-1507. doi: 10.1007/s00266-023-03554-1. Epub 2023 Aug 17.


DOI:10.1007/s00266-023-03554-1
PMID:37592148
Abstract

INTRODUCTION: Artificial intelligence (AI) is a milestone for human technology. In medicine, AI is set to play an important role as we progress into a new era. In plastic surgery, AI can participate in breast symmetry assessment, which until now has been mainly subjective, allowing for inconsistencies. This study aims to improve this evaluation process by integrating a novel trained neural network with the breast symmetry calculator, BAS-Calc. MATERIALS AND METHODS: We combined the BAS-Calc tool with a custom-made neural network trained to automatically detect key features of the breast. This integrated system was tested on 81 images of patients who had undergone breast reconstruction post-breast cancer treatment. Its performance was evaluated against two human observers using statistical analysis. RESULTS: Our model successfully detected 399/405 (98.51%) of landmarks. Spearman and Pearson correlation indicated a strong positive relationship while Cohen's kappa demonstrated moderate to strong agreement between human observers and AI model. Notably, the average calculation time for the AI was 0.92 seconds, 16 times faster than the 14.09 seconds for humans. CONCLUSIONS: Our AI model successfully calculated breast symmetry from images of patients who had undergone reconstructive oncological breast surgery, demonstrating high correlation with human assessments and a markedly reduced processing time. As AI continues to evolve, it is poised to become a pivotal tool in Medicine. Therefore, it is crucial for medical professionals to proactively engage in implementing AI technologies safely and effectively. Further studies are required to broaden our understanding and maximize the potential benefits in this area. Takeaway bullet points Artificial intelligence (AI) is an upcoming force to be reckoned with. AI should find its way into practical applications in plastic surgery. AI can be applied to improve patient care and evaluate aesthetic results. In this work, we present a novel AI model that automatically evaluates breast symmetry. LEVEL OF EVIDENCE IV: This journal requires that authors assign a level of evidence to each article. For a full description of these Evidence-Based Medicine ratings, please refer to the Table of Contents or the online Instructions to Authors www.springer.com/00266 .

摘要

相似文献

[1]
A Novel Artificial Intelligence Model for Symmetry Evaluation in Breast Cancer Patients.

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[2]
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[3]
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[4]
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[5]
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[6]
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[7]
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[8]
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[9]
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引用本文的文献

[1]
Artificial Intelligence in Breast Reconstruction: A Narrative Review.

Medicina (Kaunas). 2025-2-28

[2]
Artificial Intelligence: Enhancing Scientific Presentations in Aesthetic Surgery.

Aesthetic Plast Surg. 2024-11-12

[3]
Is My Doctor Human? Acceptance of AI among Patients with Breast Cancer.

Plast Reconstr Surg Glob Open. 2024-10-15

[4]
Performance of ChatGPT in Answering Clinical Questions on the Practical Guideline of Blepharoptosis.

Aesthetic Plast Surg. 2024-7

[5]
Ethics for AI in Plastic Surgery: Guidelines and Review.

Aesthetic Plast Surg. 2024-6

本文引用的文献

[1]
A Retrospective Study of Transaxillary Endoscopic Breast Augmentation Using Ultrasonic Scalpel or Conventional Electrocautery for Implant Pocket Dissection.

Aesthetic Plast Surg. 2024-5

[2]
Artificial Intelligence for Evaluation of Emotions behind Face Masks.

Plast Reconstr Surg. 2023-2-1

[3]
Artificial Intelligence-Enabled Evaluation of Pain Sketches to Predict Outcomes in Headache Surgery.

Plast Reconstr Surg. 2023-2-1

[4]
A Machine Learning Approach to Identify Previously Unconsidered Causes for Complications in Aesthetic Breast Augmentation.

Aesthetic Plast Surg. 2022-12

[5]
Simulation and Artificial Intelligence in Rhinoplasty: A Systematic Review.

Aesthetic Plast Surg. 2022-10

[6]
Using Artificial Intelligence to Measure Facial Expression following Facial Reanimation Surgery.

Plast Reconstr Surg. 2022-3-1

[7]
A Free Tool for Breast Aesthetic Scale Computation.

Ann Plast Surg. 2021-4-1

[8]
Use of Symmetry Assessment Methods in the Context of Breast Surgery.

Aesthetic Plast Surg. 2020-10

[9]
Artificial Intelligence in Plastic Surgery: Applications and Challenges.

Aesthetic Plast Surg. 2021-4

[10]
Analysis of Symmetry Stability Following Implant-Based Breast Reconstruction and Contralateral Management in 582 Patients with Long-Term Outcomes.

Aesthetic Plast Surg. 2018-1-22

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