ChatGPT 在解决骨科 Board 类型问题上的性能:ChatGPT 3.5 和 ChatGPT 4 的比较分析。

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-08-01 Epub Date: 2024-03-07 DOI:10.4055/cios23179
Sung Eun Kim, Ji Han Lee, Byung Sun Choi, Hyuk-Soo Han, Myung Chul Lee, Du Hyun Ro
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引用次数: 0

摘要

背景:在医疗领域应用人工智能和大型语言模型需要对其提供医疗信息的准确性进行评估。本研究旨在评估 Chat Generative Pre-trained Transformer(ChatGPT)3.5 和 4 模型在解决骨科板式问题时的性能:在 ChatGPT 3.5 和 ChatGPT 4 程序中输入了来自首尔国立大学医院骨外科的 160 道纯文本试题,这些试题符合韩国骨科协会委员会认证考试的格式。这些问题被分为 11 个子类别。对 Chat GPT 3.5 和 ChatGPT 4 所提供的初始答案的准确率进行了分析。此外,还通过重新生成答案评估了答案的不一致率:结果:ChatGPT 3.5 回答正确率为 37.5%,而 ChatGPT 4 的正确率为 60.0%(p < 0.001)。除肿瘤相关问题外,ChatGPT 4 在大多数子类别中都表现优异。ChatGPT 3.5 的答案不一致率为 47.5%,ChatGPT 4 为 9.4%:结论:ChatGPT 4 显示了通过骨科委员会式考试的能力,在准确率方面优于 ChatGPT 3.5。然而,在将 ChatGPT 应用于临床环境或教育目的时,需要注意在生成答案时的不一致性以及错误答案和误导性解释的情况。
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Performance of ChatGPT on Solving Orthopedic Board-Style Questions: A Comparative Analysis of ChatGPT 3.5 and ChatGPT 4.

Background: The application of artificial intelligence and large language models in the medical field requires an evaluation of their accuracy in providing medical information. This study aimed to assess the performance of Chat Generative Pre-trained Transformer (ChatGPT) models 3.5 and 4 in solving orthopedic board-style questions.

Methods: A total of 160 text-only questions from the Orthopedic Surgery Department at Seoul National University Hospital, conforming to the format of the Korean Orthopedic Association board certification examinations, were input into the ChatGPT 3.5 and ChatGPT 4 programs. The questions were divided into 11 subcategories. The accuracy rates of the initial answers provided by Chat GPT 3.5 and ChatGPT 4 were analyzed. In addition, inconsistency rates of answers were evaluated by regenerating the responses.

Results: ChatGPT 3.5 answered 37.5% of the questions correctly, while ChatGPT 4 showed an accuracy rate of 60.0% (p < 0.001). ChatGPT 4 demonstrated superior performance across most subcategories, except for the tumor-related questions. The rates of inconsistency in answers were 47.5% for ChatGPT 3.5 and 9.4% for ChatGPT 4.

Conclusions: ChatGPT 4 showed the ability to pass orthopedic board-style examinations, outperforming ChatGPT 3.5 in accuracy rate. However, inconsistencies in response generation and instances of incorrect answers with misleading explanations require caution when applying ChatGPT in clinical settings or for educational purposes.

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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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