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Disease detection and classification in temporal lobe epilepsy: step-wise versus simultaneous AI decision models in a multisite neuroimaging study.

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Title: Disease detection and classification in temporal lobe epilepsy: step-wise versus simultaneous AI decision models in a multisite neuroimaging study.
Authors: Kaestner E; Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla, CA 92037, USA., Sawant J; Halıcıoğlu Data Science Institute, University of California, San Diego, La Jolla, CA 92093, USA., Arienzo D; Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla, CA 92037, USA., Hasenstab KA; Department of Mathematics and Statistics, San Diego State University, San Diego, CA 92182, USA., Gleichgerrcht E; Department of Neurology, Emory University, Atlanta, GA 30322, USA., Gholipour T; Department of Neurosciences, University of California, San Diego, La Jolla, CA 92093, USA., Abrol A; GSU/GATech/Emory Center for Translational Research in Neuroimaging and Data Science (TReNDS), Atlanta, GA 30303, USA., Hassanzadeh R; Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA.; Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Atlanta, GA 30303, USA., Thomopoulos SI; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90292, USA., Yasuda CL; Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), Campinas, SP 13083-970, Brazil.; Department of Neurology, University of Campinas (UNICAMP), Campinas, SP 13083-888, Brazil., Silva LS; Neuroimaging Laboratory, University of Campinas (UNICAMP), Campinas, SP 13083-888, Brazil., Alvim MKM; Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), Campinas, SP 13083-970, Brazil.; Department of Neurology, University of Campinas (UNICAMP), Campinas, SP 13083-888, Brazil., Moloney P; Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.; Dublin Neurological Institute, Mater Misericordiae University Hospital, Dublin D07 W7XF, Ireland.; School of Medicine, University College Dublin, Dublin D04 V1W8, Ireland., Altmann A; Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London WC1E 6BT, UK., Martins Custodio H; Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK., Heide EC; Department of Neurology, University Medical Center Göttingen, Göttingen 37075, Germany.; Department of Psychiatry and Psychotherapy, University of Cologne, Cologne 50937, Germany., Sinha N; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA., Ballerini A; Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Baggiovara 41126, Italy., Absil J; Department of Radiology, CUB Erasme Hospital, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels 1070, Belgium., Larivière S; Department of Medical Imaging and Radiation Sciences, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Sherbrooke, QC J1H 5N4, Canada., Schubert KM; Department of Neurology, Clinical Neuroscience Center, University Hospital and University of Zurich, Zurich 8091, Switzerland., Ferreira-Atuesta C; Department of Neurology, University Hospital Zurich, Zurich 8091, Switzerland., Duma GM; Epilepsy and Clinical Neurophysiology Unit, Scientific Institute IRCCS E. Medea, Conegliano 31015, Italy., Christin R; Department of Neurology, University of California SanFrancisco, San Francisco, CA 94158, USA., Barbi E; Department of Neuroscience and Human Genetics, Meyer Children's Hospital IRCCS, Florence 50139, Italy., Guerrini R; Department of Neuroscience and Human Genetics, Meyer Children's Hospital IRCCS, Florence 50139, Italy.; Department of Neuroscience, Pharmacology and Child Health, University of Florence, Florence 50139, Italy., Rüber T; Department of Neuroradiology, University Hospital Bonn, Bonn 53127, Germany.; Department of Epileptology, University Hospital Bonn, Bonn 53127, Germany.; German Center for Neurodegenerative Diseases (DZNE), Bonn 53127, Germany.; Center for Medical Data Usability and Translation, University of Bonn, Bonn 53127, Germany., Bauer T; Department of Neuroradiology, University Hospital Bonn, Bonn 53127, Germany.; Department of Epileptology, University Hospital Bonn, Bonn 53127, Germany.; German Center for Neurodegenerative Diseases (DZNE), Bonn 53127, Germany., Sinclair B; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia., Bunyamin J; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia., Courtney MR; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia.; Department of Neurology, Alfred Health, Melbourne, VIC 3004, Australia., Law M; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia., Labate A; Neurophysiopathology and Movement Disorders Clinic, University of Messina, Messina 98125, Italy., Striano P; IRCCS G. Gaslini, Full Member of Epicare, Genova 16147, Italy.; Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genova 16132, Italy., Vivash L; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia.; Department of Neurology, Alfred Health, Melbourne, VIC 3004, Australia., O'Brien TJ; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia.; Departments of Medicine and Neurology, the Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC 3050, Australia., Lenge M; Department of Neuroscience and Human Genetics, Meyer Children's Hospital IRCCS, Florence 50139, Italy., Saba L; Department of Radiology, AOU Cagliari and University of Cagliari, Cagliari 09042, Italy., Kleen JK; Department of Neurology, University of California SanFrancisco, San Francisco, CA 94158, USA., Bonanni P; Epilepsy and Clinical Neurophysiology Unit, Scientific Institute IRCCS E. Medea, Conegliano 31015, Italy., Sepeta LN; Children's National Hospital (CNH), Washington, DC 20010, USA., Galovic M; Department of Neurology, University Hospital Zurich, Zurich 8091, Switzerland., Bartolini E; Department of Developmental Neuroscience, IRCCS Foundation Stella Maris, Pisa 56128, Italy., Ives-Deliperi V; Department of Psychiatry, Neuroscience Institute, University of Cape Town, Cape Town 7925, South Africa., Bernhardt BC; Centre of Excellence in Epilepsy at the Neuro and McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC H3A 2B4, Canada., Martin P; Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University of Tübingen, Tübingen 72076, Germany., Depondt C; Department of Neurology, CUB Erasme Hospital, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels 1070, Belgium., Stoub T; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL 60612, USA., Vaudano AE; Department of Biomedical, Metabolic and Neuronal Science, University of Modena and Reggio Emilia, Modena 41125, Italy., Meletti S; Department of Biomedical, Metabolic and Neuronal Science, University of Modena and Reggio Emilia, Modena 41125, Italy.; Neurophysiology Unit and Epilepsy Centre, AOU Modena, Modena 41126, Italy., Kuzniecky R; Department of Neurology, School of Medicine at Hofstra/Northwell, Hempstead, NY 11549, USA., Concha L; Institute of Neurobiology, Universidad Nacional Autónoma de México, Querétaro 76230, Mexico., Bagić AI; University of Pittsburgh Comprehensive Epilepsy Center (UPCEC), Department of Neurology, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA., Davis KA; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.; Center for Neuroengineering and Therapeutics, University of Pennsylvania, Philadelphia, PA 19104, United States., Staba RJ; Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA 90095, USA., Focke NKN; Clinic for Neurology, University Medical Center Göttingen, Göttingen 37075, Germany., Pardoe H; Department of Neurology, NYU Grossman School of Medicine, NewYork, NY 10016, USA.; Florey Institute of Neuroscience and Mental Health, Heidelberg, VIC 3084, Australia., Dugan PC; Department of Neurology, NYU Grossman School of Medicine, NewYork, NY 10016, USA., Devinsky O; NYU Comprehensive Epilepsy Center, NewYork, NY 10016, USA.; Department of Neurology, Langone School of Medicine, NewYork University, New York, NY 10016, USA., Drane DL; Department of Neurology, Emory University, Atlanta, GA 30322, USA., Zhang Z; Department of Radiology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing 210002, China., Gambardella A; Institute of Neurology, Magna Græcia University, Catanzaro 88100, Italy.; Neuroscience Research Center, Magna Græcia University, Catanzaro 88100, Italy., Parashos A; Department of Neurology, Medical University of South Carolina, Charleston, SC 29425, USA., Cendes F; Department of Neurology, FCM, University of Campinas-UNICAMP, Campinas, SP 13083-888, Brazil.; Brazilian Institute of Neuroscience and Neurotechnology, Campinas, SP 13083-970, Brazil., Thompson PM; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90292, USA., Sisodiya SM; Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.; Chalfont Centre for Epilepsy, Chalfont St Peter, Bucks SL9 0RJ, UK., Calhoun VD; Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, GA 30303, USA., Bonilha L; Department of Neurology, University of South Carolina, Columbia, SC 29203, USA., McDonald CR; Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla, CA 92037, USA.; Department of Psychiatry, University of California, San Diego, La Jolla, CA 92037, USA.
Source: Brain communications [Brain Commun] 2026 Jun 29; Vol. 8 (4), pp. fcag253. Date of Electronic Publication: 2026 Jun 29 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 101755125 Publication Model: eCollection Cited Medium: Internet ISSN: 2632-1297 (Electronic) Linking ISSN: 26321297 NLM ISO Abbreviation: Brain Commun Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
PubTypeId: academicJournal
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  Data: Disease detection and classification in temporal lobe epilepsy: step-wise versus simultaneous AI decision models in a multisite neuroimaging study.
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  Label: Authors
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  Data: <searchLink fieldCode="AU" term="%22Kaestner+E%22">Kaestner E</searchLink>; Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla, CA 92037, USA.<br /><searchLink fieldCode="AU" term="%22Sawant+J%22">Sawant J</searchLink>; Halıcıoğlu Data Science Institute, University of California, San Diego, La Jolla, CA 92093, USA.<br /><searchLink fieldCode="AU" term="%22Arienzo+D%22">Arienzo D</searchLink>; Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla, CA 92037, USA.<br /><searchLink fieldCode="AU" term="%22Hasenstab+KA%22">Hasenstab KA</searchLink>; Department of Mathematics and Statistics, San Diego State University, San Diego, CA 92182, USA.<br /><searchLink fieldCode="AU" term="%22Gleichgerrcht+E%22">Gleichgerrcht E</searchLink>; Department of Neurology, Emory University, Atlanta, GA 30322, USA.<br /><searchLink fieldCode="AU" term="%22Gholipour+T%22">Gholipour T</searchLink>; Department of Neurosciences, University of California, San Diego, La Jolla, CA 92093, USA.<br /><searchLink fieldCode="AU" term="%22Abrol+A%22">Abrol A</searchLink>; GSU/GATech/Emory Center for Translational Research in Neuroimaging and Data Science (TReNDS), Atlanta, GA 30303, USA.<br /><searchLink fieldCode="AU" term="%22Hassanzadeh+R%22">Hassanzadeh R</searchLink>; Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USA.; Center for Translational Research in Neuroimaging and Data Science, Georgia State University, Atlanta, GA 30303, USA.<br /><searchLink fieldCode="AU" term="%22Thomopoulos+SI%22">Thomopoulos SI</searchLink>; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90292, USA.<br /><searchLink fieldCode="AU" term="%22Yasuda+CL%22">Yasuda CL</searchLink>; Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), Campinas, SP 13083-970, Brazil.; Department of Neurology, University of Campinas (UNICAMP), Campinas, SP 13083-888, Brazil.<br /><searchLink fieldCode="AU" term="%22Silva+LS%22">Silva LS</searchLink>; Neuroimaging Laboratory, University of Campinas (UNICAMP), Campinas, SP 13083-888, Brazil.<br /><searchLink fieldCode="AU" term="%22Alvim+MKM%22">Alvim MKM</searchLink>; Brazilian Institute of Neuroscience and Neurotechnology (BRAINN), Campinas, SP 13083-970, Brazil.; Department of Neurology, University of Campinas (UNICAMP), Campinas, SP 13083-888, Brazil.<br /><searchLink fieldCode="AU" term="%22Moloney+P%22">Moloney P</searchLink>; Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.; Dublin Neurological Institute, Mater Misericordiae University Hospital, Dublin D07 W7XF, Ireland.; School of Medicine, University College Dublin, Dublin D04 V1W8, Ireland.<br /><searchLink fieldCode="AU" term="%22Altmann+A%22">Altmann A</searchLink>; Centre for Medical Image Computing, Department of Medical Physics and Biomedical Engineering, University College London, London WC1E 6BT, UK.<br /><searchLink fieldCode="AU" term="%22Martins+Custodio+H%22">Martins Custodio H</searchLink>; Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.<br /><searchLink fieldCode="AU" term="%22Heide+EC%22">Heide EC</searchLink>; Department of Neurology, University Medical Center Göttingen, Göttingen 37075, Germany.; Department of Psychiatry and Psychotherapy, University of Cologne, Cologne 50937, Germany.<br /><searchLink fieldCode="AU" term="%22Sinha+N%22">Sinha N</searchLink>; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.<br /><searchLink fieldCode="AU" term="%22Ballerini+A%22">Ballerini A</searchLink>; Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Baggiovara 41126, Italy.<br /><searchLink fieldCode="AU" term="%22Absil+J%22">Absil J</searchLink>; Department of Radiology, CUB Erasme Hospital, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels 1070, Belgium.<br /><searchLink fieldCode="AU" term="%22Larivière+S%22">Larivière S</searchLink>; Department of Medical Imaging and Radiation Sciences, Faculty of Medicine and Health Sciences, Université de Sherbrooke, Sherbrooke, QC J1H 5N4, Canada.<br /><searchLink fieldCode="AU" term="%22Schubert+KM%22">Schubert KM</searchLink>; Department of Neurology, Clinical Neuroscience Center, University Hospital and University of Zurich, Zurich 8091, Switzerland.<br /><searchLink fieldCode="AU" term="%22Ferreira-Atuesta+C%22">Ferreira-Atuesta C</searchLink>; Department of Neurology, University Hospital Zurich, Zurich 8091, Switzerland.<br /><searchLink fieldCode="AU" term="%22Duma+GM%22">Duma GM</searchLink>; Epilepsy and Clinical Neurophysiology Unit, Scientific Institute IRCCS E. Medea, Conegliano 31015, Italy.<br /><searchLink fieldCode="AU" term="%22Christin+R%22">Christin R</searchLink>; Department of Neurology, University of California SanFrancisco, San Francisco, CA 94158, USA.<br /><searchLink fieldCode="AU" term="%22Barbi+E%22">Barbi E</searchLink>; Department of Neuroscience and Human Genetics, Meyer Children's Hospital IRCCS, Florence 50139, Italy.<br /><searchLink fieldCode="AU" term="%22Guerrini+R%22">Guerrini R</searchLink>; Department of Neuroscience and Human Genetics, Meyer Children's Hospital IRCCS, Florence 50139, Italy.; Department of Neuroscience, Pharmacology and Child Health, University of Florence, Florence 50139, Italy.<br /><searchLink fieldCode="AU" term="%22Rüber+T%22">Rüber T</searchLink>; Department of Neuroradiology, University Hospital Bonn, Bonn 53127, Germany.; Department of Epileptology, University Hospital Bonn, Bonn 53127, Germany.; German Center for Neurodegenerative Diseases (DZNE), Bonn 53127, Germany.; Center for Medical Data Usability and Translation, University of Bonn, Bonn 53127, Germany.<br /><searchLink fieldCode="AU" term="%22Bauer+T%22">Bauer T</searchLink>; Department of Neuroradiology, University Hospital Bonn, Bonn 53127, Germany.; Department of Epileptology, University Hospital Bonn, Bonn 53127, Germany.; German Center for Neurodegenerative Diseases (DZNE), Bonn 53127, Germany.<br /><searchLink fieldCode="AU" term="%22Sinclair+B%22">Sinclair B</searchLink>; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia.<br /><searchLink fieldCode="AU" term="%22Bunyamin+J%22">Bunyamin J</searchLink>; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia.<br /><searchLink fieldCode="AU" term="%22Courtney+MR%22">Courtney MR</searchLink>; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia.; Department of Neurology, Alfred Health, Melbourne, VIC 3004, Australia.<br /><searchLink fieldCode="AU" term="%22Law+M%22">Law M</searchLink>; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia.<br /><searchLink fieldCode="AU" term="%22Labate+A%22">Labate A</searchLink>; Neurophysiopathology and Movement Disorders Clinic, University of Messina, Messina 98125, Italy.<br /><searchLink fieldCode="AU" term="%22Striano+P%22">Striano P</searchLink>; IRCCS G. Gaslini, Full Member of Epicare, Genova 16147, Italy.; Department of Neurosciences, Rehabilitation, Ophthalmology, Genetics, Maternal and Child Health, University of Genova, Genova 16132, Italy.<br /><searchLink fieldCode="AU" term="%22Vivash+L%22">Vivash L</searchLink>; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia.; Department of Neurology, Alfred Health, Melbourne, VIC 3004, Australia.<br /><searchLink fieldCode="AU" term="%22O'Brien+TJ%22">O'Brien TJ</searchLink>; Department of Neuroscience, School of Translational Medicine, Alfred Health, Monash University, Melbourne, VIC 53127, Australia.; Departments of Medicine and Neurology, the Royal Melbourne Hospital, The University of Melbourne, Parkville, VIC 3050, Australia.<br /><searchLink fieldCode="AU" term="%22Lenge+M%22">Lenge M</searchLink>; Department of Neuroscience and Human Genetics, Meyer Children's Hospital IRCCS, Florence 50139, Italy.<br /><searchLink fieldCode="AU" term="%22Saba+L%22">Saba L</searchLink>; Department of Radiology, AOU Cagliari and University of Cagliari, Cagliari 09042, Italy.<br /><searchLink fieldCode="AU" term="%22Kleen+JK%22">Kleen JK</searchLink>; Department of Neurology, University of California SanFrancisco, San Francisco, CA 94158, USA.<br /><searchLink fieldCode="AU" term="%22Bonanni+P%22">Bonanni P</searchLink>; Epilepsy and Clinical Neurophysiology Unit, Scientific Institute IRCCS E. Medea, Conegliano 31015, Italy.<br /><searchLink fieldCode="AU" term="%22Sepeta+LN%22">Sepeta LN</searchLink>; Children's National Hospital (CNH), Washington, DC 20010, USA.<br /><searchLink fieldCode="AU" term="%22Galovic+M%22">Galovic M</searchLink>; Department of Neurology, University Hospital Zurich, Zurich 8091, Switzerland.<br /><searchLink fieldCode="AU" term="%22Bartolini+E%22">Bartolini E</searchLink>; Department of Developmental Neuroscience, IRCCS Foundation Stella Maris, Pisa 56128, Italy.<br /><searchLink fieldCode="AU" term="%22Ives-Deliperi+V%22">Ives-Deliperi V</searchLink>; Department of Psychiatry, Neuroscience Institute, University of Cape Town, Cape Town 7925, South Africa.<br /><searchLink fieldCode="AU" term="%22Bernhardt+BC%22">Bernhardt BC</searchLink>; Centre of Excellence in Epilepsy at the Neuro and McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, QC H3A 2B4, Canada.<br /><searchLink fieldCode="AU" term="%22Martin+P%22">Martin P</searchLink>; Department of Neurology and Epileptology, Hertie Institute for Clinical Brain Research, University of Tübingen, Tübingen 72076, Germany.<br /><searchLink fieldCode="AU" term="%22Depondt+C%22">Depondt C</searchLink>; Department of Neurology, CUB Erasme Hospital, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels 1070, Belgium.<br /><searchLink fieldCode="AU" term="%22Stoub+T%22">Stoub T</searchLink>; Department of Neurological Sciences, Rush University Medical Center, Chicago, IL 60612, USA.<br /><searchLink fieldCode="AU" term="%22Vaudano+AE%22">Vaudano AE</searchLink>; Department of Biomedical, Metabolic and Neuronal Science, University of Modena and Reggio Emilia, Modena 41125, Italy.<br /><searchLink fieldCode="AU" term="%22Meletti+S%22">Meletti S</searchLink>; Department of Biomedical, Metabolic and Neuronal Science, University of Modena and Reggio Emilia, Modena 41125, Italy.; Neurophysiology Unit and Epilepsy Centre, AOU Modena, Modena 41126, Italy.<br /><searchLink fieldCode="AU" term="%22Kuzniecky+R%22">Kuzniecky R</searchLink>; Department of Neurology, School of Medicine at Hofstra/Northwell, Hempstead, NY 11549, USA.<br /><searchLink fieldCode="AU" term="%22Concha+L%22">Concha L</searchLink>; Institute of Neurobiology, Universidad Nacional Autónoma de México, Querétaro 76230, Mexico.<br /><searchLink fieldCode="AU" term="%22Bagić+AI%22">Bagić AI</searchLink>; University of Pittsburgh Comprehensive Epilepsy Center (UPCEC), Department of Neurology, School of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA.<br /><searchLink fieldCode="AU" term="%22Davis+KA%22">Davis KA</searchLink>; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.; Center for Neuroengineering and Therapeutics, University of Pennsylvania, Philadelphia, PA 19104, United States.<br /><searchLink fieldCode="AU" term="%22Staba+RJ%22">Staba RJ</searchLink>; Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, CA 90095, USA.<br /><searchLink fieldCode="AU" term="%22Focke+NKN%22">Focke NKN</searchLink>; Clinic for Neurology, University Medical Center Göttingen, Göttingen 37075, Germany.<br /><searchLink fieldCode="AU" term="%22Pardoe+H%22">Pardoe H</searchLink>; Department of Neurology, NYU Grossman School of Medicine, NewYork, NY 10016, USA.; Florey Institute of Neuroscience and Mental Health, Heidelberg, VIC 3084, Australia.<br /><searchLink fieldCode="AU" term="%22Dugan+PC%22">Dugan PC</searchLink>; Department of Neurology, NYU Grossman School of Medicine, NewYork, NY 10016, USA.<br /><searchLink fieldCode="AU" term="%22Devinsky+O%22">Devinsky O</searchLink>; NYU Comprehensive Epilepsy Center, NewYork, NY 10016, USA.; Department of Neurology, Langone School of Medicine, NewYork University, New York, NY 10016, USA.<br /><searchLink fieldCode="AU" term="%22Drane+DL%22">Drane DL</searchLink>; Department of Neurology, Emory University, Atlanta, GA 30322, USA.<br /><searchLink fieldCode="AU" term="%22Zhang+Z%22">Zhang Z</searchLink>; Department of Radiology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing 210002, China.<br /><searchLink fieldCode="AU" term="%22Gambardella+A%22">Gambardella A</searchLink>; Institute of Neurology, Magna Græcia University, Catanzaro 88100, Italy.; Neuroscience Research Center, Magna Græcia University, Catanzaro 88100, Italy.<br /><searchLink fieldCode="AU" term="%22Parashos+A%22">Parashos A</searchLink>; Department of Neurology, Medical University of South Carolina, Charleston, SC 29425, USA.<br /><searchLink fieldCode="AU" term="%22Cendes+F%22">Cendes F</searchLink>; Department of Neurology, FCM, University of Campinas-UNICAMP, Campinas, SP 13083-888, Brazil.; Brazilian Institute of Neuroscience and Neurotechnology, Campinas, SP 13083-970, Brazil.<br /><searchLink fieldCode="AU" term="%22Thompson+PM%22">Thompson PM</searchLink>; Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine, University of Southern California, Marina del Rey, CA 90292, USA.<br /><searchLink fieldCode="AU" term="%22Sisodiya+SM%22">Sisodiya SM</searchLink>; Department of Clinical and Experimental Epilepsy, UCL Queen Square Institute of Neurology, London WC1N 3BG, UK.; Chalfont Centre for Epilepsy, Chalfont St Peter, Bucks SL9 0RJ, UK.<br /><searchLink fieldCode="AU" term="%22Calhoun+VD%22">Calhoun VD</searchLink>; Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, Emory, Atlanta, GA 30303, USA.<br /><searchLink fieldCode="AU" term="%22Bonilha+L%22">Bonilha L</searchLink>; Department of Neurology, University of South Carolina, Columbia, SC 29203, USA.<br /><searchLink fieldCode="AU" term="%22McDonald+CR%22">McDonald CR</searchLink>; Department of Radiation Medicine and Applied Sciences, University of California, San Diego, La Jolla, CA 92037, USA.; Department of Psychiatry, University of California, San Diego, La Jolla, CA 92037, USA.
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      – TitleFull: Disease detection and classification in temporal lobe epilepsy: step-wise versus simultaneous AI decision models in a multisite neuroimaging study.
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          Dates:
            – D: 29
              M: 06
              Text: 2026 Jun 29
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 2632-1297
          Numbering:
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              Value: 8
            – Type: issue
              Value: 4
          Titles:
            – TitleFull: Brain communications
              Type: main
ResultId 1