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Semiology Extraction and Machine Learning-Based Classification of Electronic Health Records for Patients With Epilepsy: Retrospective Analysis.

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Title: Semiology Extraction and Machine Learning-Based Classification of Electronic Health Records for Patients With Epilepsy: Retrospective Analysis.
Authors: Xia Y; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., He M; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., Basang S; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., Sha L; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., Huang Z; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., Jin L; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., Duan Y; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., Tang Y; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., Li H; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., Lai W; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819., Chen L; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.; Sichuan Provincial Engineering Research Center of Brain-Machine Interface, and Sichuan Provincial Engineering Research Center of Neuromodulation, West China Hospital, Sichuan University, Chengdu, China.
Source: JMIR medical informatics [JMIR Med Inform] 2024 Oct 17; Vol. 12, pp. e57727. Date of Electronic Publication: 2024 Oct 17.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101645109 Publication Model: Electronic Cited Medium: Internet ISSN: 2291-9694 (Electronic) Linking ISSN: 22919694 NLM ISO Abbreviation: JMIR Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Semiology Extraction and Machine Learning-Based Classification of Electronic Health Records for Patients With Epilepsy: Retrospective Analysis.
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  Data: <searchLink fieldCode="AU" term="%22Xia+Y%22">Xia Y</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22He+M%22">He M</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22Basang+S%22">Basang S</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22Sha+L%22">Sha L</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22Huang+Z%22">Huang Z</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22Jin+L%22">Jin L</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22Duan+Y%22">Duan Y</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22Tang+Y%22">Tang Y</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22Li+H%22">Li H</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22Lai+W%22">Lai W</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.<br /><searchLink fieldCode="AU" term="%22Chen+L%22">Chen L</searchLink>; Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.; Sichuan Provincial Engineering Research Center of Brain-Machine Interface, and Sichuan Provincial Engineering Research Center of Neuromodulation, West China Hospital, Sichuan University, Chengdu, China.
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  Data: <searchLink fieldCode="JN" term="%22101645109%22">JMIR medical informatics</searchLink> [JMIR Med Inform] 2024 Oct 17; Vol. 12, pp. e57727. <i>Date of Electronic Publication: </i>2024 Oct 17.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22JMIR+Publications%22">JMIR Publications </searchLink><i>Country of Publication: </i>Canada <i>NLM ID: </i>101645109 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2291-9694 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2222919694%22">22919694 </searchLink><i>NLM ISO Abbreviation: </i>JMIR Med Inform <i>Subsets: </i>MEDLINE
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              Text: 2024 Oct 17
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