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ChatGPT与DeepSeek在头颈癌分期及治疗规划中的比较:基于指南的研究

ChatGPT versus DeepSeek in head and neck cancer staging and treatment planning: guideline-based study.

作者信息

Vural Camalan Burcu, Doluoglu Sumeyra, Taraf Nazlim Hilal, Gunay Mehmet Murat, Ozlugedik Samet

机构信息

Department of Otorhinolaryngology Head and Neck Surgery, University of Health Sciences Ankara Etlik City Hospital, Varlık Mahallesi, Halil Sezai Erkut Caddesi, No:5, 06170, Yenimahalle, Ankara, Turkey.

出版信息

Eur Arch Otorhinolaryngol. 2025 Jun 17. doi: 10.1007/s00405-025-09524-4.

DOI:10.1007/s00405-025-09524-4
PMID:40523995
Abstract

PURPOSE

This prospective simulation study was conducted to evaluate and compare the performance of ChatGPT (o1, 2023) and DeepSeek (V3, 2024) in staging and treatment planning for head and neck cancers.

METHODS

This prospective simulation study was conducted in March 2025 to evaluate and compare the performance of two advanced artificial intelligence (AI) models, ChatGPT (o1, 2023) and DeepSeek (V3, 2024), in clinical decision-making for head and neck malignancies. A total of 50 hypothetical, guideline-based clinical scenarios were carefully designed in English by two otorhinolaryngologists in alignment with the National Comprehensive Cancer Network® (NCCN®) Guidelines Version 2.2025.

RESULTS

In the overall analysis of treatment planning performance, DeepSeek (V3, 2024) demonstrated statistically superior accuracy compared to ChatGPT (o1, 2023) (p = 0.04). Both models showed comparable performance in tumor staging (p = 0.83). Both DeepSeek (p = 0.0001) and ChatGPT (p = 0.02) were statistically successful in respect of staging accuracy and providing fully correct answers on the subject of treatment.

CONCLUSION

Although DeepSeek V3 demonstrated promising capability for clinical decision support in head and neck oncology, these artificial intelligence tools cannot replace multidisciplinary tumor boards. However, they can significantly streamline clinical workflows by rapidly organizing patient data, thereby enhancing board efficiency. Future efforts should prioritize the development and integration of secure, institution-specific, local large language models tailored for oncological decision-making.

摘要

目的

本前瞻性模拟研究旨在评估和比较ChatGPT(版本1,2023)和DeepSeek(版本3,2024)在头颈部癌症分期和治疗计划中的性能。

方法

本前瞻性模拟研究于2025年3月进行,以评估和比较两种先进的人工智能(AI)模型ChatGPT(版本1,2023)和DeepSeek(版本3,2024)在头颈部恶性肿瘤临床决策中的性能。两名耳鼻喉科医生按照美国国立综合癌症网络(NCCN)2025年第2版指南,精心设计了50个基于指南的假设临床病例,并用英文呈现。

结果

在治疗计划性能的总体分析中,与ChatGPT(版本1,2023)相比,DeepSeek(版本3,2024)在统计学上显示出更高的准确性(p = 0.04)。在肿瘤分期方面,两种模型表现相当(p = 0.83)。在分期准确性和提供关于治疗的完全正确答案方面,DeepSeek(p = 0.0001)和ChatGPT(p = 0.02)在统计学上均取得成功。

结论

尽管DeepSeek V3在头颈部肿瘤学临床决策支持方面显示出有前景的能力,但这些人工智能工具不能取代多学科肿瘤委员会。然而,它们可以通过快速整理患者数据显著简化临床工作流程,从而提高委员会效率。未来的工作应优先开发和整合针对肿瘤学决策的安全、特定机构的本地大语言模型。

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本文引用的文献

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From GPT to DeepSeek: Significant gaps remain in realizing AI in healthcare.从GPT到DeepSeek:在医疗保健领域实现人工智能仍存在重大差距。
J Biomed Inform. 2025 Mar;163:104791. doi: 10.1016/j.jbi.2025.104791. Epub 2025 Feb 10.
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Assessment of decision-making with locally run and web-based large language models versus human board recommendations in otorhinolaryngology, head and neck surgery.在耳鼻喉科、头颈外科中,评估本地运行和基于网络的大语言模型与人类委员会建议的决策情况。
Eur Arch Otorhinolaryngol. 2025 Mar;282(3):1593-1607. doi: 10.1007/s00405-024-09153-3. Epub 2025 Jan 10.
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Assessing the use of the novel tool Claude 3 in comparison to ChatGPT 4.0 as an artificial intelligence tool in the diagnosis and therapy of primary head and neck cancer cases.
评估新型工具 Claude 3 与 ChatGPT 4.0 作为原发性头颈部癌症病例诊断和治疗的人工智能工具的使用情况。
Eur Arch Otorhinolaryngol. 2024 Nov;281(11):6099-6109. doi: 10.1007/s00405-024-08828-1. Epub 2024 Aug 7.
4
Assessing the role of advanced artificial intelligence as a tool in multidisciplinary tumor board decision-making for primary head and neck cancer cases.评估先进人工智能作为一种工具在多学科肿瘤委员会针对原发性头颈癌病例进行决策中的作用。
Front Oncol. 2024 May 24;14:1353031. doi: 10.3389/fonc.2024.1353031. eCollection 2024.
5
Applications of ChatGPT in Otolaryngology-Head Neck Surgery: A State of the Art Review.ChatGPT 在耳鼻喉头颈外科的应用:现状综述。
Otolaryngol Head Neck Surg. 2024 Sep;171(3):667-677. doi: 10.1002/ohn.807. Epub 2024 May 8.
6
ChatGPT's adherence to otolaryngology clinical practice guidelines.ChatGPT 对耳鼻喉科临床实践指南的遵循情况。
Eur Arch Otorhinolaryngol. 2024 Jul;281(7):3829-3834. doi: 10.1007/s00405-024-08634-9. Epub 2024 Apr 22.
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Exploring the role of ChatGPT in clinical decision-making in otorhinolaryngology: a ChatGPT designed study.探索ChatGPT在耳鼻咽喉科临床决策中的作用:一项ChatGPT设计的研究。
Eur Arch Otorhinolaryngol. 2024 Apr;281(4):2023-2030. doi: 10.1007/s00405-024-08498-z. Epub 2024 Feb 12.
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ChatGPT Versus Consultants: Blinded Evaluation on Answering Otorhinolaryngology Case-Based Questions.ChatGPT与医学顾问的对比:对耳鼻喉科基于病例问题回答的盲法评估
JMIR Med Educ. 2023 Dec 5;9:e49183. doi: 10.2196/49183.
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Evaluating the Current Ability of ChatGPT to Assist in Professional Otolaryngology Education.评估ChatGPT目前在专业耳鼻喉科教育中的辅助能力。
OTO Open. 2023 Nov 22;7(4):e94. doi: 10.1002/oto2.94. eCollection 2023 Oct-Dec.
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Accuracy of ChatGPT in head and neck oncological board decisions: preliminary findings.ChatGPT在头颈肿瘤学委员会决策中的准确性:初步研究结果。
Eur Arch Otorhinolaryngol. 2024 Apr;281(4):2105-2114. doi: 10.1007/s00405-023-08326-w. Epub 2023 Nov 22.