Related Experiment Video
Updated: Jun 6, 2025

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
Key Insights for the Ethical and Appropriate Use of Artificial Intelligence by Medical Learners
Brian Patrick Murray1, Darshan S Thota2, Carrie Baker1
1Wright State University Boonshoft School of Medicine, Dayton, OH 45324, USA.
Introduction:
The rapid advancement and adoption of large language models (LLMs) in various academic domains necessitate an examination of their role in scholarly works by medical learners.This paper seeks to discern the implications of LLM use by medical learners when preparing works for publication. While LLMs possess great potential to revolutionize the academic writing process, they can detract from the learning process when used by students and residents who are still learning how to research, formulate ideas, and write cohesive arguments.
Materials And Methods:
An environmental scan of both traditional evidence-based sources and gray literature was performed to glean best practices of generative AI in medical education. Sources included peer-reviewed journals, open-source websites, and previous publications in this field ranging from 2015 to 2023.
Results:
We propose several strategies to detect AI involvement: direct inquiry to the learner, assessing the coherence level of the content in contrast to the learner's known capabilities, recognizing patterns of shallow insight or depth, utilizing plagiarism and AI-specific detection tools, and monitoring for fabricated citations-a known pitfall of LLMs.
Conclusions:
Although LLMs offer potential efficiencies in academic writing, unchecked use can jeopardize the development of essential critical thinking and analytical skills in medical learners. Ultimately, mentors and primary investigators are responsible for ensuring learners are advancing and appropriately utilizing new and emerging technology. This study provides a foundational framework for educators in both responsible use of generative AI and best practices.
Related Concept Videos
Issues And Trends In Healthcare Delivery System
Cost Containment
Payment for healthcare services has historically promoted adoption of costly and often unnecessary or inefficient...
Ethical Dilemmas I
Let us explore some examples to understand the potentially complex moral decisions nurses face.
Take the case of caring for minors, particularly in areas related to reproductive...
Ethical Issues
Ethical Concerns in Healthcare:
Current Trends in Nursing II
Ethical Standards I
The Code of Ethics provisions outline the nurse's duty to the patient, the healthcare team, the profession, and society. The Code's fundamental principles include advocacy,...
Ethical Dilemmas II

