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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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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JMIR Publications
2025-04-01
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| Series: | JMIR Formative Research |
| Online Access: | https://formative.jmir.org/2025/1/e53335 |
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| _version_ | 1849712198137413632 |
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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 |