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人工智能驱动的标准化病人:评估ChatGPT-4o对实习医生临床病例管理的影响。

AI-powered standardised patients: evaluating ChatGPT-4o's impact on clinical case management in intern physicians.

作者信息

Öncü Selcen, Torun Fulya, Ülkü Hilal Hatice

机构信息

Department of Medical Education, Faculty of Medicine, Aydın Adnan Menderes University, Aydın, Turkey.

Department of Computer and Instructional Technologies, Faculty of Education, Aydın Adnan Menderes University, Aydın, Turkey.

出版信息

BMC Med Educ. 2025 Feb 20;25(1):278. doi: 10.1186/s12909-025-06877-6.

Abstract

BACKGROUND

Artificial Intelligence is currently being applied in healthcare for diagnosis, decision-making and education. ChatGPT-4o, with its advanced language and problem-solving capabilities, offers an innovative alternative as a virtual standardised patient in clinical training. Intern physicians are expected to develop clinical case management skills such as problem-solving, clinical reasoning and crisis management. In this study, ChatGPT-4o's served as virtual standardised patient and medical interns as physicians on clinical case management. This study aimed to evaluate intern physicians' competencies in clinical case management; problem-solving, clinical reasoning, crisis management and explore the impact and potential of ChatGPT-4o as a viable tool for assessing these competencies.

METHODS

This study used a simultaneous triangulation design, integrating quantitative and qualitative data. Conducted at Aydın Adnan Menderes University, with 21 sixth-year medical students, ChatGPT-4o simulated realistic patient interactions requiring competencies in clinical case management; problem-solving, clinical reasoning, crisis management. Data were gathered through self-assessment survey, semi-structured interviews, observations of the students and ChatGPT-4o during the process. Analyses included Pearson correlation, Chi-square, and Kruskal-Wallis tests, with content analysis conducted on qualitative data using MAXQDA software for coding.

RESULTS

According to the findings, observation and self-assessment survey scores of intern physicians' clinical case management skills were positively correlated. There was a significant gap between participants' self-assessment and actual performance, indicating discrepancies in self-perceived versus real clinical competence. Participants reported feeling inadequate in their problem-solving and clinical reasoning competencies and experienced time pressure. They were satisfied with the Artificial Intelligence-powered standardised patient process and were willing to continue similar practices. Participants engaged with a uniform patient experience. Although participants were satisfied, the application process was sometimes negatively affected due to disconnection problems and language processing challenges.

CONCLUSIONS

ChatGPT-4o successfully simulated patient interactions, providing a controlled environment without risking harm to real patients for practicing clinical case management. Although some of the technological challenges limited effectiveness, it was useful, cost-effective and accessible. It is thought that intern physicians will be better supported in acquiring clinical management skills through varied clinical scenarios using this method.

CLINICAL TRIAL NUMBER

Not applicable.

摘要

背景

人工智能目前正应用于医疗保健领域的诊断、决策和教育。ChatGPT-4o凭借其先进的语言和问题解决能力,为临床培训中的虚拟标准化患者提供了一种创新选择。实习医生需要培养临床病例管理技能,如问题解决、临床推理和危机管理能力。在本研究中,ChatGPT-4o充当虚拟标准化患者,医学实习生充当临床病例管理中的医生。本研究旨在评估实习医生在临床病例管理方面的能力,包括问题解决、临床推理、危机管理,并探讨ChatGPT-4o作为评估这些能力的可行工具的影响和潜力。

方法

本研究采用同步三角测量设计,整合定量和定性数据。研究在艾登阿德南·门德雷斯大学对21名六年级医学生进行,ChatGPT-4o模拟了需要临床病例管理能力(问题解决、临床推理、危机管理)的真实患者互动。在这个过程中,通过自我评估调查、半结构化访谈以及对学生和ChatGPT-4o的观察来收集数据。分析包括皮尔逊相关性分析、卡方检验和克鲁斯卡尔 - 沃利斯检验,使用MAXQDA软件对定性数据进行内容分析以进行编码。

结果

根据研究结果,实习医生临床病例管理技能的观察得分和自我评估调查得分呈正相关。参与者的自我评估与实际表现之间存在显著差距,表明自我认知的临床能力与实际临床能力存在差异。参与者表示在问题解决和临床推理能力方面感到不足,并经历了时间压力。他们对人工智能驱动的标准化患者流程感到满意,并愿意继续类似的实践。参与者体验到了统一的患者经历。尽管参与者感到满意,但由于连接问题和语言处理挑战,应用过程有时会受到负面影响。

结论

ChatGPT-4o成功模拟了患者互动,提供了一个可控的环境,在不危及真实患者的情况下用于实践临床病例管理。尽管一些技术挑战限制了其有效性,但它是有用的、具有成本效益且易于获得的。人们认为,通过使用这种方法,在各种临床场景中,实习医生在获得临床管理技能方面将得到更好的支持。

临床试验编号

不适用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dafc/11843762/1029c5c6867b/12909_2025_6877_Fig1_HTML.jpg

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