An Organized Approach to Using Large Language Models for Medical Information

The framework we describe represents a unique attempt to standardize a methodology for medical inputs into a large language model. Doing so expands the potential for outlining patient-specific information that can be implemented in a query by either a patient or a physician. Most notably, future projects should consider the specialty- and presentation-specific input changes that may yield the best outputs for the desired goals.

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Publication Details

Journal
Western Journal of Emergency Medicine
Published
2025-12-20
DOI
https://doi.org/10.5811/westjem.46577
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
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article

An Organized Approach to Using Large Language Models for Medical Information

Faris F Halaseh, Warren Wiechmann, Saman Andalib, Rishi Vermani et al.
Western Journal of Emergency Medicine
Artificial Intelligence in Healthcare and Education
article

An Organized Approach to Using Large Language Models for Medical Information

Faris F Halaseh, Warren Wiechmann, Saman Andalib, Rishi Vermani, Anagha Thiagarajan, Aidin Spina, Jason Liang
article en

Abstract

The framework we describe represents a unique attempt to standardize a methodology for medical inputs into a large language model. Doing so expands the potential for outlining patient-specific information that can be implemented in a query by either a patient or a physician. Most notably, future projects should consider the specialty- and presentation-specific input changes that may yield the best outputs for the desired goals.

Western Journal of Emergency MedicineVol. 27(1)
University of California, Irvine (US)
Quality Education
Openalex Percentile: Top 41%
Artificial Intelligence in Healthcare and Education
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An Organized Approach to Using Large Language Models for Medical Information — Faris F Halaseh, Warren Wiechmann, et al. · Western Journal of Emergency Medicine (2025) | TGRS Research Map | TGRS