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大语言模型 ChatGPT 4o 在回答阻塞性睡眠呼吸暂停患者关于一线持续气道正压通气和二线舌下神经刺激疗法常见问题方面的患者支持:一项试点研究

Patient Support in Obstructive Sleep Apnoea by a Large Language Model - ChatGPT 4o on Answering Frequently Asked Questions on First Line Positive Airway Pressure and Second Line Hypoglossal Nerve Stimulation Therapy: A Pilot Study.

作者信息

Pordzik Johannes, Bahr-Hamm Katharina, Huppertz Tilman, Gouveris Haralampos, Seifen Christopher, Blaikie Andrew, Matthias Christoph, Kuhn Sebastian, Eckrich Jonas, Buhr Christoph R

机构信息

Department of Otorhinolaryngology, University Medical Center of the Johannes Gutenberg-University Mainz, Mainz, Germany.

School of Medicine, University of St Andrews, St Andrews, UK.

出版信息

Nat Sci Sleep. 2024 Dec 27;16:2269-2277. doi: 10.2147/NSS.S495654. eCollection 2024.

DOI:10.2147/NSS.S495654
PMID:39741798
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11687119/
Abstract

PURPOSE

Obstructive sleep apnoea (OSA) is a common disease that benefits from early treatment and patient support in order to prevent secondary illnesses. This study assesses the capability of the large language model (LLM) ChatGPT-4o to offer patient support regarding first line positive airway pressure (PAP) and second line hypoglossal nerve stimulation (HGNS) therapy.

METHODS

Seventeen questions, each regarding PAP and HGNS therapy, were posed to ChatGPT-4o. Answers were rated by experienced experts in sleep medicine on a 6-point Likert scale in the categories of medical adequacy, conciseness, coherence, and comprehensibility. Completeness of medical information and potential hazard for patients were rated using a binary system.

RESULTS

Overall, ChatGPT-4o achieved reasonably high ratings in all categories. In medical adequacy, it performed significantly better on PAP questions (mean 4.9) compared to those on HGNS (mean 4.6) (p < 0.05). Scores for coherence, comprehensibility and conciseness showed similar results for both HGNS and PAP answers. Raters confirmed completeness of responses in 45 of 51 ratings (88.24%) for PAP answers and 28 of 51 ratings (54.9%) for HGNS answers. Potential hazards for patients were stated in 2 of 52 ratings (0.04%) for PAP answers and none for HGNS answers.

CONCLUSION

ChatGPT-4o has potential as a valuable patient-oriented support tool in sleep medicine therapy that can enhance subsequent face-to-face consultations with a sleep specialist. However, some substantial flaws regarding second line HGNS therapy are most likely due to recent advances in HGNS therapy and the consequent limited information available in LLM training data.

摘要

目的

阻塞性睡眠呼吸暂停(OSA)是一种常见疾病,早期治疗和患者支持有助于预防继发性疾病。本研究评估了大语言模型(LLM)ChatGPT-4o在提供一线气道正压通气(PAP)和二线舌下神经刺激(HGNS)治疗患者支持方面的能力。

方法

向ChatGPT-4o提出了17个问题,每个问题都涉及PAP和HGNS治疗。睡眠医学领域的经验丰富专家根据医学充分性、简洁性、连贯性和可理解性类别,采用6点李克特量表对答案进行评分。使用二元系统对医学信息的完整性和对患者的潜在危害进行评分。

结果

总体而言,ChatGPT-4o在所有类别中都获得了相当高的评分。在医学充分性方面,与HGNS问题(平均4.6)相比,它在PAP问题上的表现明显更好(平均4.9)(p<0.05)。HGNS和PAP答案在连贯性、可理解性和简洁性方面的得分显示出相似的结果。评分者确认,PAP答案的51个评分中有45个(88.24%)回答完整,HGNS答案的51个评分中有28个(54.9%)回答完整。PAP答案的52个评分中有2个(0.04%)指出了对患者的潜在危害,HGNS答案则未指出。

结论

ChatGPT-4o有潜力成为睡眠医学治疗中一种有价值的面向患者的支持工具,可增强后续与睡眠专家的面对面咨询。然而,二线HGNS治疗存在一些重大缺陷,这很可能是由于HGNS治疗的最新进展以及大语言模型训练数据中可用信息有限所致。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18db/11687119/1385d4227a8d/NSS-16-2269-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18db/11687119/c6ae63c79abc/NSS-16-2269-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18db/11687119/1385d4227a8d/NSS-16-2269-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18db/11687119/c6ae63c79abc/NSS-16-2269-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/18db/11687119/1385d4227a8d/NSS-16-2269-g0002.jpg

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