加强乳房手术患者教育:人工智能助力乳房上提术、隆胸术、缩胸术及乳房重建术的指导

Enhancing patient education in breast surgery: artificial intelligence-powered guidance for mastopexy, augmentation, reduction, and reconstruction.

作者信息

Marcaccini Gianluca, Susini Pietro, Xie Yi, Cuomo Roberto, Pozzi Mirco, Grimaldi Luca, Rozen Warren M, Seth Ishith

机构信息

Unit of Plastic and Reconstructive Surgery, Department of Medicine, Surgery and Neuroscience, University of Siena, Siena, Italy.

Department of Plastic and Reconstructive Surgery, Peninsula Health, Melbourne, Victoria, Australia.

出版信息

Transl Breast Cancer Res. 2025 Apr 25;6:12. doi: 10.21037/tbcr-24-67. eCollection 2025.

Abstract

BACKGROUND

Large language models (LLMs), such as ChatGPT have revolutionised patient education by offering accessible, reasonable, and empathetic guidance. This study evaluates ChatGPT's role in supporting patient inquiries regarding four key plastic surgery procedures: mastopexy, breast augmentation, breast reduction, and breast reconstruction. The study highlights its potential as a supplemental tool in patient education by assessing its performance across relevance, accuracy, clarity, and empathy criteria.

METHODS

The study collected frequently asked questions from patients about the selected procedures during pre- and post-operative consultations. Responses were generated by ChatGPT and evaluated by a panel of Plastic Surgery experts. Scores from 1 to 5 were assigned to four criteria: relevance, accuracy, clarity, and empathy. Statistical analyses, including means, standard deviations, and Kruskal-Wallis tests, were conducted to evaluate differences in the scores assigned to responses across criteria and procedures.

RESULTS

ChatGPT demonstrated high performance across all evaluation criteria, with clarity emerging as the strongest attribute, reflecting the model's ability to simplify complex medical concepts effectively. Accuracy, while slightly lower, remained reliable, aligning well with medical standards. Among the procedures, breast reconstruction appeared to perform particularly well, followed closely by mastopexy and breast augmentation. The analysis revealed no significant differences across the criteria, indicating consistent performance.

CONCLUSIONS

ChatGPT demonstrated remarkable capability in addressing patient concerns and offering clear, empathetic, and relevant responses. However, limitations include the lack of personalised advice and potential patient misinterpretations, emphasising the need for professional oversight. ChatGPT is a valuable adjunct to professional medical consultations, enhancing patient education and engagement. Future research should focus on improving personalisation and evaluating its real-world application in clinical settings.

摘要

背景

诸如ChatGPT之类的大语言模型通过提供便捷、合理且富有同理心的指导,彻底改变了患者教育方式。本研究评估了ChatGPT在支持患者有关四种关键整形手术的咨询方面所起的作用,这四种手术分别是乳房上提术、隆胸术、乳房缩小术和乳房重建术。该研究通过评估ChatGPT在相关性、准确性、清晰度和同理心标准方面的表现,突出了其作为患者教育辅助工具的潜力。

方法

该研究收集了患者在术前和术后咨询期间关于所选手术的常见问题。由ChatGPT生成回答,并由一组整形外科专家进行评估。对相关性、准确性、清晰度和同理心这四个标准分别给出1至5分的评分。进行了包括均值、标准差和克鲁斯卡尔 - 沃利斯检验在内的统计分析,以评估不同标准和手术的回答评分差异。

结果

ChatGPT在所有评估标准上都表现出色,清晰度是最强的属性,这反映了该模型有效简化复杂医学概念的能力。准确性虽略低,但仍可靠,与医学标准相符。在这些手术中,乳房重建术表现尤为出色,其次是乳房上提术和隆胸术。分析表明各标准之间无显著差异,表明表现一致。

结论

ChatGPT在解决患者担忧并提供清晰、富有同理心和相关的回答方面展现出了卓越能力。然而,局限性包括缺乏个性化建议以及患者可能产生误解,这凸显了专业监督的必要性。ChatGPT是专业医学咨询的宝贵辅助工具,可增强患者教育和参与度。未来的研究应侧重于改善个性化并评估其在临床环境中的实际应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0c39/12104957/d196de7b625d/tbcr-06-12-f1.jpg

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