知識グラフと大規模言語モデルを用いた看護研究教育エージェントの開発：概念実証研究
Yingchun Zeng1, Hongxia Xie, Xiaofeng Zhou
1Author Affiliations: Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore (Drs Zeng, Jiang, and Lau); School of Computers and Computing Sciences, Hangzhou City University, Hangzhou, China (Ms Xie and Dr Xu); and School of Computer Science and Technology, Beijing Institute of Technology, Beijing, China (Mr Zhou).
Background:
Integration of knowledge graphs (KGs) and large language models (LLMs) holds transformative potential for nursing education, particularly in research methodology and statistical literacy. This proof-of-concept study developed a Nursing Research Education Agent to support learners in understanding research designs and statistical concepts.
Purpose:
To evaluate the agent's feasibility, pedagogical alignment, and AI performance using validated instruments in a nursing education context.
Methods:
The agent combined structured KGs of nursing research knowledge with LLMs for interactive, natural-language responses. Ten nursing educators assessed it using the 10-item Pedagogical Fit Evaluation Scale and 10-item AI Performance Evaluation Scale.
Results:
Educators rated pedagogical fit highly (M = 4.20, SD = 0.63) and AI performance strongly (M = 4.10, SD = 0.56), praising clinical relevance, accuracy, and promotion of critical thinking. Integration into curricula was deemed feasible.
Conclusions:
KG-LLM-integrated agents show strong promise for nursing research education. Further development and larger-scale trials are recommended.
関連する概念動画
01:15Nursing Implementation
The five steps to implementing effective nursing care include reassessing the patient, reviewing and revising the existing nursing care plan, organizing the resources and care delivery, anticipating and preventing complications, and implementing nursing interventions.
01:30Theoretical Foundations of Nursing Practice
Theories provide a perspective to assess patients' conditions and organize data and methods. They also assist in analyzing and interpreting information. They represent a...
01:27Nursing Clinical Information System
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
01:18The Scientific Method in Nursing Process
When using research findings to change practice, one must understand the process used to guide a study. The scientific method is a systematic, step-by-step process that supports the data's validity, reliability, and generalizability. As a result, findings can be...
01:30Current Trends in Nursing II
01:15Nursing Evaluation