Implementing Local Open-Source LLMs for Chatbot-Based Document Retrieval in a University Hospital

Introduction: The integration of large language models (LLMs) into healthcare, with its strict data protection and security requirements, poses particular challenges, which is why powerful proprietary models such as ChatGPT are not suitable, even if they are increasingly being used informally. To close [for full text, please go to the a.m. URL]

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Publication Details

Journal
German Medical Science (German Research Foundation)
Published
2026-04-01
DOI
https://doi.org/10.3205/25gmds197
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

Implementing Local Open-Source LLMs for Chatbot-Based Document Retrieval in a University Hospital

Fabian Berns, Christoph Demus, Jan Christoph, Christian Jäger et al.
German Medical Science (German Research Foundation)
Artificial Intelligence in Healthcare and Education
article

Implementing Local Open-Source LLMs for Chatbot-Based Document Retrieval in a University Hospital

Fabian Berns, Christoph Demus, Jan Christoph, Christian Jäger, Jan Bossenz, Annemarie Bianka Weise, Carlo Günzl, Jan Kirchhoff, Thomas Weber
article en

Abstract

Introduction: The integration of large language models (LLMs) into healthcare, with its strict data protection and security requirements, poses particular challenges, which is why powerful proprietary models such as ChatGPT are not suitable, even if they are increasingly being used informally. To close [for full text, please go to the a.m. URL]

German Medical Science (German Research Foundation)
University Hospital in Halle (DE), Martin Luther University Halle-Wittenberg (DE)
Openalex Percentile: Top 7%
Artificial Intelligence in Healthcare and Education
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