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Seizure detection using ultra-long-term subcutaneous electroencephalography: A deep learning CNN-BiLSTM approach.

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Title: Seizure detection using ultra-long-term subcutaneous electroencephalography: A deep learning CNN-BiLSTM approach.
Authors: Park S; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA., Clark JS; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA., Viana PF; Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK.; Epilepsy Centre, King's College Hospital NHS Foundation Trust, London, UK.; Centro de Estudos Egas Moniz, Faculty of Medicine, University of Lisbon, Lisbon, Portugal., Cui J; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.; Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota, USA., Duun-Henriksen J; UNEEG, Lillerod, Denmark., Mandrekar J; Department of Biostatistics, Mayo Clinic, Rochester, Minnesota, USA., Gregg N; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA., Kremen V; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.; Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota, USA., Worrell GA; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.; Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota, USA., Richardson MP; Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK.; Epilepsy Centre, King's College Hospital NHS Foundation Trust, London, UK., Brinkmann BH; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.; Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota, USA.
Source: Epilepsia [Epilepsia] 2026 Jan; Vol. 67 (1), pp. 437-447. Date of Electronic Publication: 2025 Oct 07.
Publication Type: Journal Article
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: Seizure detection using ultra-long-term subcutaneous electroencephalography: A deep learning CNN-BiLSTM approach.
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  Data: <searchLink fieldCode="AU" term="%22Park+S%22">Park S</searchLink>; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Clark+JS%22">Clark JS</searchLink>; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Viana+PF%22">Viana PF</searchLink>; Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK.; Epilepsy Centre, King's College Hospital NHS Foundation Trust, London, UK.; Centro de Estudos Egas Moniz, Faculty of Medicine, University of Lisbon, Lisbon, Portugal.<br /><searchLink fieldCode="AU" term="%22Cui+J%22">Cui J</searchLink>; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.; Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Duun-Henriksen+J%22">Duun-Henriksen J</searchLink>; UNEEG, Lillerod, Denmark.<br /><searchLink fieldCode="AU" term="%22Mandrekar+J%22">Mandrekar J</searchLink>; Department of Biostatistics, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Gregg+N%22">Gregg N</searchLink>; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Kremen+V%22">Kremen V</searchLink>; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.; Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Worrell+GA%22">Worrell GA</searchLink>; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.; Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota, USA.<br /><searchLink fieldCode="AU" term="%22Richardson+MP%22">Richardson MP</searchLink>; Institute of Psychiatry, Psychology, and Neuroscience, King's College London, London, UK.; Epilepsy Centre, King's College Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Brinkmann+BH%22">Brinkmann BH</searchLink>; Department of Neurology, Mayo Clinic, Rochester, Minnesota, USA.; Department of Physiology and Biomedical Engineering, Mayo Clinic, Rochester, Minnesota, USA.
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  Data: <searchLink fieldCode="JN" term="%222983306R%22">Epilepsia</searchLink> [Epilepsia] 2026 Jan; Vol. 67 (1), pp. 437-447. <i>Date of Electronic Publication: </i>2025 Oct 07.
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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.18652
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        Text: English
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              Text: 2026 Jan
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              Y: 2026
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