Guideline-Incorporated Large Language Model-Driven Evaluation of Medical Records Using MedCheckLLM

AbstractThe study introduces MedCheckLLM, a large language model–driven framework that enhances medical record evaluation through a guideline-in-the-loop approach by integrating evidence-based guidelines.

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Bibliographic Details
Main Authors: Marc Cicero Schubert, Stella Soyka, Wolfgang Wick, Varun Venkataramani
Format: Article
Language:English
Published: JMIR Publications 2025-04-01
Series:JMIR Formative Research
Online Access:https://formative.jmir.org/2025/1/e53335
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author Marc Cicero Schubert
Stella Soyka
Wolfgang Wick
Varun Venkataramani
author_facet Marc Cicero Schubert
Stella Soyka
Wolfgang Wick
Varun Venkataramani
author_sort Marc Cicero Schubert
collection DOAJ
description AbstractThe study introduces MedCheckLLM, a large language model–driven framework that enhances medical record evaluation through a guideline-in-the-loop approach by integrating evidence-based guidelines.
format Article
id doaj-art-9c8a9a5295f248bcad1de3d3a71e1919
institution DOAJ
issn 2561-326X
language English
publishDate 2025-04-01
publisher JMIR Publications
record_format Article
series JMIR Formative Research
spelling doaj-art-9c8a9a5295f248bcad1de3d3a71e19192025-08-20T03:14:21ZengJMIR PublicationsJMIR Formative Research2561-326X2025-04-019e53335e5333510.2196/53335Guideline-Incorporated Large Language Model-Driven Evaluation of Medical Records Using MedCheckLLMMarc Cicero Schuberthttp://orcid.org/0000-0003-1077-1848Stella Soykahttp://orcid.org/0000-0002-8070-8951Wolfgang Wickhttp://orcid.org/0000-0002-6171-634XVarun Venkataramanihttp://orcid.org/0000-0002-2927-0886 AbstractThe study introduces MedCheckLLM, a large language model–driven framework that enhances medical record evaluation through a guideline-in-the-loop approach by integrating evidence-based guidelines.https://formative.jmir.org/2025/1/e53335
spellingShingle Marc Cicero Schubert
Stella Soyka
Wolfgang Wick
Varun Venkataramani
Guideline-Incorporated Large Language Model-Driven Evaluation of Medical Records Using MedCheckLLM
JMIR Formative Research
title Guideline-Incorporated Large Language Model-Driven Evaluation of Medical Records Using MedCheckLLM
title_full Guideline-Incorporated Large Language Model-Driven Evaluation of Medical Records Using MedCheckLLM
title_fullStr Guideline-Incorporated Large Language Model-Driven Evaluation of Medical Records Using MedCheckLLM
title_full_unstemmed Guideline-Incorporated Large Language Model-Driven Evaluation of Medical Records Using MedCheckLLM
title_short Guideline-Incorporated Large Language Model-Driven Evaluation of Medical Records Using MedCheckLLM
title_sort guideline incorporated large language model driven evaluation of medical records using medcheckllm
url https://formative.jmir.org/2025/1/e53335
work_keys_str_mv AT marcciceroschubert guidelineincorporatedlargelanguagemodeldrivenevaluationofmedicalrecordsusingmedcheckllm
AT stellasoyka guidelineincorporatedlargelanguagemodeldrivenevaluationofmedicalrecordsusingmedcheckllm
AT wolfgangwick guidelineincorporatedlargelanguagemodeldrivenevaluationofmedicalrecordsusingmedcheckllm
AT varunvenkataramani guidelineincorporatedlargelanguagemodeldrivenevaluationofmedicalrecordsusingmedcheckllm