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Improving reliability and accuracy of structured data extraction using a consensus large-language model approach-a use case description in multiple sclerosis.

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Title: Improving reliability and accuracy of structured data extraction using a consensus large-language model approach-a use case description in multiple sclerosis.
Authors: Poser PL; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany., Klimas R; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany., Luerweg J; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany., Reuter E; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany., Hanefeld C; Department of Internal Medicine, Katholisches Klinikum Bochum, Ruhr-University Bochum, Bochum, Germany., Gold R; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany., Salmen A; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany., Motte J; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany.
Source: Frontiers in artificial intelligence [Front Artif Intell] 2026 Feb 13; Vol. 9, pp. 1658575. Date of Electronic Publication: 2026 Feb 13 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media SA Country of Publication: Switzerland NLM ID: 101770551 Publication Model: eCollection Cited Medium: Internet ISSN: 2624-8212 (Electronic) Linking ISSN: 26248212 NLM ISO Abbreviation: Front Artif Intell Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Improving reliability and accuracy of structured data extraction using a consensus large-language model approach-a use case description in multiple sclerosis.
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  Data: <searchLink fieldCode="AU" term="%22Poser+PL%22">Poser PL</searchLink>; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany.<br /><searchLink fieldCode="AU" term="%22Klimas+R%22">Klimas R</searchLink>; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany.<br /><searchLink fieldCode="AU" term="%22Luerweg+J%22">Luerweg J</searchLink>; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany.<br /><searchLink fieldCode="AU" term="%22Reuter+E%22">Reuter E</searchLink>; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany.<br /><searchLink fieldCode="AU" term="%22Hanefeld+C%22">Hanefeld C</searchLink>; Department of Internal Medicine, Katholisches Klinikum Bochum, Ruhr-University Bochum, Bochum, Germany.<br /><searchLink fieldCode="AU" term="%22Gold+R%22">Gold R</searchLink>; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany.<br /><searchLink fieldCode="AU" term="%22Salmen+A%22">Salmen A</searchLink>; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany.<br /><searchLink fieldCode="AU" term="%22Motte+J%22">Motte J</searchLink>; Department of Neurology, St. Josef-Hospital, Ruhr-University Bochum, Bochum, Germany.
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        Value: 10.3389/frai.2026.1658575
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      – TitleFull: Improving reliability and accuracy of structured data extraction using a consensus large-language model approach-a use case description in multiple sclerosis.
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              Text: 2026 Feb 13
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