%0 Journal Article %@ 2561-326X %I JMIR Publications %V 9 %N %P e53335 %T Guideline-Incorporated Large Language Model-Driven Evaluation of Medical Records Using MedCheckLLM %A Schubert,Marc Cicero %A Soyka,Stella %A Wick,Wolfgang %A Venkataramani,Varun %K large language models %K AI %K electron medical records %K checklists %K LLM %K language model %K NLP %K natural language processing %K records %K documentation %K documents %K framework %K conceptual %K machine learning %K artificial intelligence %K evidence %K evaluate %K evaluation %K guideline %K health care %D 2025 %7 24.4.2025 %9 %J JMIR Form Res %G English %X Abstract: The 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. %R 10.2196/53335 %U https://formative.jmir.org/2025/1/e53335 %U https://doi.org/10.2196/53335