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20242026
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cs.CL2025

Automating Adjudication of Cardiovascular Events Using Large Language Models

Sonish Sivarajkumar, Kimia Ameri, Chuqin Li +2

Cardiovascular events, such as heart attacks and strokes, remain a leading cause of mortality globally, necessitating meticulous monitoring and adjudication in clinical trials. Thi…

cs.CL2024

Mitigating the Risk of Health Inequity Exacerbated by Large Language Models

Yuelyu Ji, Wenhe Ma, Sonish Sivarajkumar +6

Recent advancements in large language models have demonstrated their potential in numerous medical applications, particularly in automating clinical trial matching for translationa…

cs.CL2024

A Framework for Human Evaluation of Large Language Models in Healthcare Derived from Literature Review

Thomas Yu Chow Tam, Sonish Sivarajkumar, Sumit Kapoor +12

With generative artificial intelligence (AI), particularly large language models (LLMs), continuing to make inroads in healthcare, it is critical to supplement traditional automate…

cs.CL2024

RAG-RLRC-LaySum at BioLaySumm: Integrating Retrieval-Augmented Generation and Readability Control for Layman Summarization of Biomedical Texts

Yuelyu Ji, Zhuochun Li, Rui Meng +7

This paper introduces the RAG-RLRC-LaySum framework, designed to make complex biomedical research understandable to laymen through advanced Natural Language Processing (NLP) techni…

cs.CL2024

Mining Clinical Notes for Physical Rehabilitation Exercise Information: Natural Language Processing Algorithm Development and Validation Study

Sonish Sivarajkumar, Fengyi Gao, Parker E. Denny +4

Post-stroke patient rehabilitation requires precise, personalized treatment plans. Natural Language Processing (NLP) offers potential to extract valuable exercise information from…

cs.CL2024

Extraction of Sleep Information from Clinical Notes of Patients with Alzheimer's Disease Using Natural Language Processing

Sonish Sivarajkumar, Thomas Yu CHow Tam, Haneef Ahamed Mohammad +4

Alzheimer's Disease (AD) is the most common form of dementia in the United States. Sleep is one of the lifestyle-related factors that has been shown critical for optimal cognitive…