Can chatbots enhance the management of pediatric sialadenitis in clinical practice?

IF 1.9 3区 医学 Q2 OTORHINOLARYNGOLOGY European Archives of Oto-Rhino-Laryngology Pub Date : 2024-11-01 Epub Date: 2024-07-02 DOI:10.1007/s00405-024-08798-4
Antonino Maniaci, Matteo Lazzeroni, Anna Cozzi, Francesca Fraccaroli, Michele Gaffuri, Carlos Chiesa-Estomba, Pasquale Capaccio
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Abstract

Objective: The purpose of this study was to assess how well ChatGPT, an AI-powered chatbot, performed in helping to manage pediatric sialadenitis and identify when sialendoscopy was necessary.

Methods: 49 clinical cases of pediatric sialadenitis were retrospectively reviewed. ChatGPT was given patient data, and it offered differential diagnoses, proposed further tests, and suggested treatments. The decisions made by the treating otolaryngologists were contrasted with the answers provided by ChatGPT. Analysis was done on ChatGPT response consistency and interrater reliability.

Results: ChatGPT showed 78.57% accuracy in primary diagnosis, and 17.35% of cases were considered likely. On the other hand, otolaryngologists recommended fewer further examinations than ChatGPT (111 vs. 60, p < 0.001). For additional exams, poor agreement was found between ChatGPT and otolaryngologists. Only 28.57% of cases received a pertinent and essential treatment plan via ChatGPT, indicating that the platform's treatment recommendations were frequently lacking. For treatment ratings, judges' interrater reliability was greatest (Kendall's tau = 0.824, p < 0.001). For the most part, ChatGPT's response constancy was high.

Conclusions: Although ChatGPT has the potential to correctly diagnose pediatric sialadenitis, there are a number of noteworthy limitations with regard to its ability to suggest further testing and treatment regimens. Before widespread clinical use, more research and confirmation are required. To guarantee that chatbots are utilized properly and effectively to supplement human expertise rather than to replace it, a critical viewpoint is required.

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聊天机器人能否在临床实践中加强对小儿浆膜炎的管理?
研究目的本研究的目的是评估人工智能聊天机器人 ChatGPT 在帮助管理小儿鼻咽管炎和确定何时需要进行鼻内镜检查方面的表现。ChatGPT获得了患者数据,并提供了鉴别诊断、进一步检查和治疗建议。耳鼻喉科医生做出的决定与 ChatGPT 提供的答案进行了对比。对 ChatGPT 的应答一致性和交互可靠性进行了分析:结果:ChatGPT 的初步诊断准确率为 78.57%,17.35% 的病例被认为有可能。另一方面,耳鼻喉科医生建议的进一步检查次数少于 ChatGPT(111 次对 60 次,P 结论:ChatGPT 有可能为耳鼻喉科医生提供更多的诊断依据:虽然 ChatGPT 有可能正确诊断小儿浆膜炎,但在建议进一步检查和治疗方案方面还存在一些值得注意的局限性。在广泛应用于临床之前,需要进行更多的研究和确认。为了保证聊天机器人被正确、有效地用于补充而非取代人类的专业知识,我们需要一种批判性的观点。
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来源期刊
CiteScore
5.30
自引率
7.70%
发文量
537
审稿时长
2-4 weeks
期刊介绍: Official Journal of European Union of Medical Specialists – ORL Section and Board Official Journal of Confederation of European Oto-Rhino-Laryngology Head and Neck Surgery "European Archives of Oto-Rhino-Laryngology" publishes original clinical reports and clinically relevant experimental studies, as well as short communications presenting new results of special interest. With peer review by a respected international editorial board and prompt English-language publication, the journal provides rapid dissemination of information by authors from around the world. This particular feature makes it the journal of choice for readers who want to be informed about the continuing state of the art concerning basic sciences and the diagnosis and management of diseases of the head and neck on an international level. European Archives of Oto-Rhino-Laryngology was founded in 1864 as "Archiv für Ohrenheilkunde" by A. von Tröltsch, A. Politzer and H. Schwartze.
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