Journal of Multi Disciplinary Engineering Technologies
Volume 18 • Issue 02 • Published: May 2025 • ISSN (Print): 0974-1771 • ISSN (Online): 2581-9372

The Role of Large Language Models in Healthcare: Evolution, Applications, and Ethical Considerations

Gargi Mishra1, Nupur Chugh1, Rakhi Joon1, Supriya Bajpai2*

1 Department of Computer Science and Engineering, Bharati Vidyapeeth’s College of Engineering, New Delhi, Delhi, 110063, India.
2 IITB Monash Research Academy, IIT Bombay, Mumbai, Maharashtra, 400076, India.
*Corresponding author(s): supriyamishra39@gmail.com
Contributing authors: gargi.mishra.eee@gmail.com; nupur.chugh@bharatividyapeeth.edu; rakhi.cse@bharatividyapeeth.edu

Abstract

Medical and other fields experience transformative impacts because of Large Language Models (LLMs) which make natural language understanding as well as generation advanced. The analysis explores Pretrained Language Models (PLMs) development into LLMs alongside their healthcare applications and ethical concerns from implementation. The paper examines medicalspecific LLMs and their operational effectiveness across healthcare procedures before discussing future hurdles. The widespread use of LLMs depends on maintaining both patient safety through fair clinical decision support and maintaining data protection standards during their applications in patient communication and medical research.

Keywords

Large Language Models Transformer Architecture Natural Language Processing (NLP) Generative AI Pretraining & Fine-tuning Ethical & Societal Implications

Article information

Journal: Journal of Multi Disciplinary Engineering Technologies
Volume / Issue: 18 / 02
Published: May 2025
ISSN (Print): 0974-1771
ISSN (Online): 2581-9372