Leveraging a large language model to support expansion of surveillance activities to include cardiovascular implantable device infections in a large, integrated national healthcare system

LLMs can help streamline the review process for healthcare-associated infection surveillance, but manual adjudication of output is needed to ensure the correct timeline of events and attribution.

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Publication Details

Journal
Infection Control and Hospital Epidemiology
Published
2026-01-23
DOI
https://doi.org/10.1017/ice.2025.10384
Primary Topic
Electronic Health Records Systems
Type
article
Field-Weighted Citation Impact
0.00
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article

Leveraging a large language model to support expansion of surveillance activities to include cardiovascular implantable device infections in a large, integrated national healthcare system

Julie H. Levison, Kaeli Yuen, Samuel W. Golenbock, Westyn Branch‐Elliman et al.
Infection Control and Hospital Epidemiology
Electronic Health Records Systems
article

Leveraging a large language model to support expansion of surveillance activities to include cardiovascular implantable device infections in a large, integrated national healthcare system

Julie H. Levison, Kaeli Yuen, Samuel W. Golenbock, Westyn Branch‐Elliman, Hillary J. Mull, Mei‐Hwei Chang, Russell N. Olmsted, Dipandita Basnet, Rebecca P Lamkin, Daniel J. Morgan, Dimitri Drekonja, Kimberly Harvey
article en

Abstract

LLMs can help streamline the review process for healthcare-associated infection surveillance, but manual adjudication of output is needed to ensure the correct timeline of events and attribution.

Infection Control and Hospital Epidemiology
Boston University (US), University of Maryland, Baltimore (US), Michael E. DeBakey VA Medical Center (US), University of Wisconsin–Madison (US), Harvard University (US), Baylor College of Medicine (US), VA Boston Healthcare System (US), Office of the Chief Scientist (IL), VA West Los Angeles Medical Center (US), Minneapolis VA Health Care System (US), Olive View-UCLA Medical Center (US), William S. Middleton Memorial Veterans Hospital (US), VA Greater Los Angeles Healthcare System (US), VA Maryland Health Care System (US)
Openalex Percentile: Top 83%
Electronic Health Records Systems
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