Electroencephalography-Based Machine Learning Models for Predicting Ketogenic Diet Outcomes in Pediatric Drug-Resistant Epilepsy.

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Title: Electroencephalography-Based Machine Learning Models for Predicting Ketogenic Diet Outcomes in Pediatric Drug-Resistant Epilepsy.
Authors: Hung PL; Division of Pediatric Neurology, Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan; Rare Childhood Neurologic Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan., Chen JP; Department of Psychiatry, Beitou Branch, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan., Lin TP; Department of Electrical Engineering, National Central University, Taoyuan, Taiwan., Hsieh TY; Division of Pediatric Neurology, Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan; Rare Childhood Neurologic Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan., Chen YF; Division of Pediatric Neurology, Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan; Rare Childhood Neurologic Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan., Su TY; Division of Pediatric Neurology, Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan; Rare Childhood Neurologic Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan., Peng SJ; In-Service Master Program in Artificial Intelligence in Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan; Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan. Electronic address: sjpeng2019@tmu.edu.tw.
Source: Pediatric neurology [Pediatr Neurol] 2026 May; Vol. 178, pp. 130-137. Date of Electronic Publication: 2026 Feb 19.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Science Publishing Country of Publication: United States NLM ID: 8508183 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-5150 (Electronic) Linking ISSN: 08878994 NLM ISO Abbreviation: Pediatr Neurol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Electroencephalography-Based Machine Learning Models for Predicting Ketogenic Diet Outcomes in Pediatric Drug-Resistant Epilepsy.
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  Data: <searchLink fieldCode="AU" term="%22Hung+PL%22">Hung PL</searchLink>; Division of Pediatric Neurology, Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan; Rare Childhood Neurologic Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+JP%22">Chen JP</searchLink>; Department of Psychiatry, Beitou Branch, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan.<br /><searchLink fieldCode="AU" term="%22Lin+TP%22">Lin TP</searchLink>; Department of Electrical Engineering, National Central University, Taoyuan, Taiwan.<br /><searchLink fieldCode="AU" term="%22Hsieh+TY%22">Hsieh TY</searchLink>; Division of Pediatric Neurology, Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan; Rare Childhood Neurologic Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Chen+YF%22">Chen YF</searchLink>; Division of Pediatric Neurology, Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan; Rare Childhood Neurologic Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Su+TY%22">Su TY</searchLink>; Division of Pediatric Neurology, Department of Pediatrics, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung, Taiwan; Rare Childhood Neurologic Disease Center, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Peng+SJ%22">Peng SJ</searchLink>; In-Service Master Program in Artificial Intelligence in Medicine, College of Medicine, Taipei Medical University, Taipei, Taiwan; Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan. Electronic address: sjpeng2019@tmu.edu.tw.
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  Data: <searchLink fieldCode="JN" term="%228508183%22">Pediatric neurology</searchLink> [Pediatr Neurol] 2026 May; Vol. 178, pp. 130-137. <i>Date of Electronic Publication: </i>2026 Feb 19.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science+Publishing%22">Elsevier Science Publishing </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>8508183 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1873-5150 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2208878994%22">08878994 </searchLink><i>NLM ISO Abbreviation: </i>Pediatr Neurol <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1016/j.pediatrneurol.2026.02.013
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      – Code: eng
        Text: English
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      – TitleFull: Electroencephalography-Based Machine Learning Models for Predicting Ketogenic Diet Outcomes in Pediatric Drug-Resistant Epilepsy.
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              Text: 2026 May
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