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Supervised machine learning compared to large language models for identifying functional seizures from medical records.

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Title: Supervised machine learning compared to large language models for identifying functional seizures from medical records.
Authors: Kerr WT; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.; Department of Neurology, University of California, Los Angeles, Los Angeles, California, USA.; Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, Los Angeles, California, USA.; Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., McFarlane KN; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Pucci GF; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Carns DR; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Israel A; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Vighetti L; Department of Social Work, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Pennell PB; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Stern JM; Department of Neurology, University of California, Los Angeles, Los Angeles, California, USA., Xia Z; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA., Wang Y; Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.; Intelligent Systems Program, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.; Department of Health Information Management, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Source: Epilepsia [Epilepsia] 2025 Apr; Vol. 66 (4), pp. 1155-1164. Date of Electronic Publication: 2025 Feb 17.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: Blackwell Science Country of Publication: United States NLM ID: 2983306R Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1528-1167 (Electronic) Linking ISSN: 00139580 NLM ISO Abbreviation: Epilepsia Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Supervised machine learning compared to large language models for identifying functional seizures from medical records.
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  Data: <searchLink fieldCode="AU" term="%22Kerr+WT%22">Kerr WT</searchLink>; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.; Department of Neurology, University of California, Los Angeles, Los Angeles, California, USA.; Department of Psychiatry and Biobehavioral Sciences, University of California, Los Angeles, Los Angeles, California, USA.; Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22McFarlane+KN%22">McFarlane KN</searchLink>; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Pucci+GF%22">Pucci GF</searchLink>; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Carns+DR%22">Carns DR</searchLink>; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Israel+A%22">Israel A</searchLink>; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Vighetti+L%22">Vighetti L</searchLink>; Department of Social Work, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Pennell+PB%22">Pennell PB</searchLink>; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Stern+JM%22">Stern JM</searchLink>; Department of Neurology, University of California, Los Angeles, Los Angeles, California, USA.<br /><searchLink fieldCode="AU" term="%22Xia+Z%22">Xia Z</searchLink>; Department of Neurology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.<br /><searchLink fieldCode="AU" term="%22Wang+Y%22">Wang Y</searchLink>; Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.; Intelligent Systems Program, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.; Department of Health Information Management, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
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  Data: <searchLink fieldCode="JN" term="%222983306R%22">Epilepsia</searchLink> [Epilepsia] 2025 Apr; Vol. 66 (4), pp. 1155-1164. <i>Date of Electronic Publication: </i>2025 Feb 17.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Blackwell+Science%22">Blackwell Science </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>2983306R <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1528-1167 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200139580%22">00139580 </searchLink><i>NLM ISO Abbreviation: </i>Epilepsia <i>Subsets: </i>MEDLINE
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        Value: 10.1111/epi.18272
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              Text: 2025 Apr
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