通过基于GPT-4的虚拟患者和自动评估增强历史教育:对医学学生感知的研究
Jaehyun Byun1, Hongik Kim1, Jihan Lim1
1Inje University College of Medicine, Busan, Korea.
Korean journal of medical education
|March 9, 2026
概括
一个新的大型语言模型 (LLM) 工具与虚拟患者和评估人员显著改善了医学学生的历史学习教育. 与传统方法相比,这种人工智能驱动的方法提高了舒适性,自我效能和反质量.
科学领域:
- 医疗教育 技术 技术 医学教育
- 医疗保健中的人工智能
- 临床技能培训 临床技能培训
背景情况:
- 历史记录是医学学生的关键临床技能.
- 传统的培训方法在提供一致和个性化的反方面可能存在局限性.
- 需要创新的教育工具来加强医疗培训.
研究的目的:
- 开发和评估基于大型语言模型 (LLM) 的学习工具,用于历史教育.
- 为了比较LLM工具对医学学生的感知与传统学习方法的影响.
- 评估工具的可用性,自我有效性和反质量.
主要方法:
- 使用GPT-4 API与虚拟患者和评估人员开发一个LLM工具.
- 包括7个临床情景进行交互式学习.
- 参与之前和之后的调查对第一年和第二年医学学生进行.
主要成果:
- 与传统方法相比,LLM工具在所有评估领域显示了统计学上显著的改进.
- 学生们报告说,在练习期间舒适度增加,在处理案件时自我效能提高.
- 反质量维度,包括特异性和个性化,显著改善.
结论:
- 基于LLM的工具与虚拟的患者和评估者可以大大改善历史教育的感知学习体验.
- 这种以人工智能为驱动的方法提供了一个可扩展,可访问和具有成本效益的补充培训方法.
- 建议进行进一步的研究,以客观的绩效指标验证主观改进.
相关概念视频
Data Collection II
10.4K
The nursing history captures and records the patient's health status, so that a care plan evolves to meet the patient's individual needs. The nursing health history is a part of the initial assessment. A comprehensive history covers all health dimensions and plays a significant role in the assessment process. A comprehensive history includes the patient's biographical information, reasons for seeking health care, expectations, present and past health history, medications, and...
10.4K
Data Collection III
4.8K
The physical assessment examines the patient for objective data that defines the patient's condition, and aids in formulating the nursing care plan. The purpose of physical assessment is a health status appraisal, which includes identifying health problems, and establishing a database for nursing intervention.
The principles to begin the physical assessment include conducting a comprehensive or problem-related history in a quiet, well-lit room, emphasizing privacy and comfort for the...
The principles to begin the physical assessment include conducting a comprehensive or problem-related history in a quiet, well-lit room, emphasizing privacy and comfort for the...
4.8K
Assessment of the Gastrointestinal System I: Subjective Data
764
Assessing the gastrointestinal (GI) system is a complex process that begins with collecting subjective data. This data, collected through patient interviews, provides crucial insights into the patient's health history, perception patterns, and lifestyle habits, all contributing significantly to GI health.
Health History
The initial step in assessing the GI system is obtaining a comprehensive health history. This includes inquiring about the patient's history or presence of problems...
Health History
The initial step in assessing the GI system is obtaining a comprehensive health history. This includes inquiring about the patient's history or presence of problems...
764
Nursing Process for Patient and Caregiver Teaching I: Assessment and Diagnosis
2.6K
The nursing process provides a clinical decision-making framework for patients and families to establish and implement a personalized care plan. Since part of the nurse's duties is to teach patients, the steps of the nursing process are the most effective way to approach instruction. The nursing process and the teaching-learning process are inextricably linked.
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data...
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data...
2.6K
Data Collection I
8.8K
Data collection gathers information needed to make accurate judgments about a patient's present condition. During a health history interview, subjective data is collected from the patient, their caregivers, or family members, and objective data is collected through observations and physical assessment. Patients are the primary source of subjective data. Thus information gathered from patients through interviews, observations, and physical examination is primary data. Secondary sources of...
8.8K
Assessment of the Gastrointestinal System II: Health Perception Pattern
548
Assessing the gastrointestinal (GI) system is a complex process that begins with collecting subjective data. This data, collected through patient interviews, provides crucial insights into the patient's health history, perception patterns, and lifestyle habits, all contributing significantly to GI health.
Health Perception Patterns
Health perception patterns offer valuable insights into a patient's lifestyle habits and how they may impact their GI health. These patterns include:
Health Perception Patterns
Health perception patterns offer valuable insights into a patient's lifestyle habits and how they may impact their GI health. These patterns include:
548


