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大语言模型在肿瘤内科住院医师规范化培训中应用效果分析OA

Analysis of the application effect of LLMs in standardized residency training for medical oncology residents

中文摘要英文摘要

目的 探讨大语言模型在肿瘤内科住院医师规范化培训(以下简称"住培")中的应用效果.方法 选取2023年2月至12月在解放军总医院第一医学中心肿瘤内科参加住院医师规范化培训的43 人作为研究对象,随机分为两组,对照组接受传统住培教学,试验组使用大语言模型进行辅助教学,通过出科考试检验学员临床能力,通过批判性思维能力量表评估学员思维能力,通过问卷调查学员对教学方法的满意度.结果 试验组学员出科成绩[(77.22±7.51)分 vs.(68.30±7.69)分,t=3.843,P<0.001]高于对照组,优势主要体现在病例分析部分[(30.04±4.85)分 vs.(22.50±5.21)分,t=4.918,P<0.001],而在基础理论知识考核方面两组成绩差异无统计学意义.批判性思维能力总分方面,试验组较对照组[(299.35±21.62)分 vs.(229.00±16.13)分,t=11.939,P<0.001]有所提高.批判性思维能力评分结果显示,试验组在多项特质中优于对照组:寻找真理[(44.04±6.41)分 vs.(37.15±5.05)分,t=3.876,P<0.001]、开放思想[(46.78±5.66)分 vs.(26.10±6.24)分,t=11.400,P<0.001]、分析能力[(46.39±5.54)分 vs.(25.65±3.87)分,t=14.019,P<0.001]、系统化能力[(47.35±5.47)分 vs.(32.15±7.9)分,t=7.397,P<0.001]、求知欲[(41.30±5.05)分 vs.(34.85±5.15)分,t=4.141,P<0.001].而且学员对大语言模型辅助教学方法满意度更高.结论 大语言模型可有效提升肿瘤科住院医师的临床实践和批判性思维能力,且学员满意度更高,是住院医师规范化培训的一种高效创新的教学工具.

Objective To evaluate the efficacy of large language models(LLMs)in standard-ized residency training for Medical Oncology residents.Methods A total of 43 residents undergoing standardized training in the Department of Medical Oncology,the First Medical Center of Chinese PLA General Hospital between February and December 2023 were randomly assigned to two groups.The control group received conventional teaching,while the experimental group was trained with LLMs-assisted instruction.Clinical competency was assessed by departmental exit examinations,criti-cal thinking ability was measured using the Critical Thinking Disposition Inventory,and teaching satis-faction was evaluated via questionnaire survey.Results The experimental group achieved significantly higher total scores in exit examinations compared with the control group[(77.22±7.51)vs.(68.30±7.69),t=3.843,P<0.001],with the prominent improvement presented in case analysis[(30.04±4.85)vs.(22.50±5.21),t=4.918,P<0.001].No difference was observed in basic theoretical knowl-edge between the two groups.The total score of critical thinking ability was significantly higher in the experimental group[(299.35±21.62)vs.(229.00±16.13),t=11.939,P<0.001].Specifically,the experimental group exhibited significantly superior scores in multiple critical thinking dimensions,in-cluding truth-seeking[(44.04±6.41)vs.(37.15±5.05),t=3.876,P<0.001],open-mindedness[(46.78±5.66)vs.(26.10±6.24),t=11.400,P<0.001],analyticity[(46.39±5.54)vs.(25.65±3.87),t=14.019,P<0.001],systematicity[(47.35±5.47)vs.(32.15±7.9),t=7.397,P<0.001],and inquisitiveness[(41.30±5.05)vs.(34.85±5.15),t=4.141,P<0.001].Furthermore,residents in the experimental group reported higher satisfaction with LLMs-assisted teaching.Conclusions LLMs serve as an effective and innovative educational tool that significantly enhances clinical practice capabil-ity and critical thinking ability,with improved resident satisfaction in standardized residency training for medical oncology residents.

丰杨;张雅君;陈明骏;王鹏

中国人民解放军总医院第二医学中心肿瘤内科,北京 100039首都医科大学附属北京同仁医院超声诊断科,北京 100176中国人民解放军总医院第二医学中心中医针灸科,北京 100039中国人民解放军总医院第二医学中心肿瘤内科,北京 100039

社会科学

大语言模型住院医师规范化培训批判性思维能力

LLMsstandardized residency trainingcritical thinking ability

《中国医学教育技术》 2026 (3)

379-384,391,7

10.13566/j.cnki.cmet.cn61-1317/g4.202603014

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