人体病理学诊断中的 GPT 聊天:它对病理学家有用吗?初步回顾与 "查询会话 "及未来展望

AI Pub Date : 2023-11-22 DOI:10.3390/ai4040051
Gerardo Cazzato, Marialessandra Capuzzolo, Paola Parente, F. Arezzo, Vera Loizzi, Enrica Macorano, Andrea Marzullo, Gennaro Cormio, G. Ingravallo
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摘要

人工智能(AI)的出现在短短几年内就提供了多个知识领域,包括医疗和科学领域。越来越多基于人工智能的应用被开发出来,其中就包括对话式人工智能。关于后者,ChatGPT 已经成为科学界和其他领域的头条新闻,因为它能根据适当的提示模拟与对话者的 "真实 "讨论。虽然文献中已经发表了几项使用 ChatGPT 的临床研究,但关于其在人类病理学中的潜在应用却鲜有报道。我们按照系统综述和元分析首选报告项目(PRISMA)指南,使用 PubMed、Scopus 和 Web of Science (WoS) 作为数据库,以下列关键词进行了系统综述:ChatGPT OR Chat GPT,结合以下各项:病理学、诊断病理学、解剖病理学,截止日期为 2023 年 7 月 31 日。文献检索初步共发现 103 条记录,其中 19 条重复。经过资格审查和纳入标准筛选,最终只纳入了 5 篇出版物。大部分出版物为原创文章(2 篇),其次是病例报告(1 篇)、致编辑的信(1 篇)和综述(1 篇)。此外,我们还与 ChatGPT 就色素性皮肤病变、恶性黑色素瘤及其变种、前列腺癌的格里森评分、生殖细胞瘤与卵巢高级别浆液性癌的鉴别诊断、胸膜间皮瘤和小儿弥漫性中线胶质瘤等病理进行了 "问答"。尽管这些前提条件令人振奋,而且 ChatGPT 能够与病理学家共同提供大量科学数据,用于常规显微诊断实践,但仍有许多局限性(如训练数据、可用数据量、"幻觉 "现象)需要处理和解决,需要注意的是,在组织病理学诊断过程中,人工智能驱动的系统应始终提供支持,而绝不是决策动机。
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Chat GPT in Diagnostic Human Pathology: Will It Be Useful to Pathologists? A Preliminary Review with ‘Query Session’ and Future Perspectives
The advent of Artificial Intelligence (AI) has in just a few years supplied multiple areas of knowledge, including in the medical and scientific fields. An increasing number of AI-based applications have been developed, among which conversational AI has emerged. Regarding the latter, ChatGPT has risen to the headlines, scientific and otherwise, for its distinct propensity to simulate a ‘real’ discussion with its interlocutor, based on appropriate prompts. Although several clinical studies using ChatGPT have already been published in the literature, very little has yet been written about its potential application in human pathology. We conduct a systematic review following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines, using PubMed, Scopus and the Web of Science (WoS) as databases, with the following keywords: ChatGPT OR Chat GPT, in combination with each of the following: pathology, diagnostic pathology, anatomic pathology, before 31 July 2023. A total of 103 records were initially identified in the literature search, of which 19 were duplicates. After screening for eligibility and inclusion criteria, only five publications were ultimately included. The majority of publications were original articles (n = 2), followed by a case report (n = 1), letter to the editor (n = 1) and review (n = 1). Furthermore, we performed a ‘query session’ with ChatGPT regarding pathologies such as pigmented skin lesions, malignant melanoma and variants, Gleason’s score of prostate adenocarcinoma, differential diagnosis between germ cell tumors and high grade serous carcinoma of the ovary, pleural mesothelioma and pediatric diffuse midline glioma. Although the premises are exciting and ChatGPT is able to co-advise the pathologist in providing large amounts of scientific data for use in routine microscopic diagnostic practice, there are many limitations (such as data of training, amount of data available, ‘hallucination’ phenomena) that need to be addressed and resolved, with the caveat that an AI-driven system should always provide support and never a decision-making motive during the histopathological diagnostic process.
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