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Destination: mk:H2_2 Item: Title: 2.3 Diffusion data set Destination: mk:H2_3 Item: Title: 2.4 Multi-site data harmonization Destination: mk:H2_4 Item: Title: 2.5 Group imbalance correction Destination: mk:H2_5 Item: Title: 2.6 Configurable classification pipeline Destination: mk:H2_6 Children: Item: Title: 2.6.1 ROI variable scaling Destination: mk:H3_7 Item: Title: 2.6.2 Group classification Destination: mk:H3_8 Item: Title: 2.6.3 Grid search parameters Destination: mk:H3_9 Item: Title: 2.7 Pipeline performance evaluation Destination: mk:H2_10 Item: Title: 2.8 Assessment of statistical significance Destination: mk:H2_11 Item: Title: 2.9 ROI variable selection Destination: mk:H2_12 Item: Title: 3 Results Destination: mk:H1_3 Children: Item: Title: 3.1 Structural data Destination: mk:H2_13 Item: Title: 3.2 Diffusion data Destination: mk:H2_14 Children: Item: Title: 3.2.1 Fractional anisotropy Destination: mk:H3_15 Item: Title: 3.2.2 Radial diffusivity Destination: mk:H3_16 Item: Title: 4 Discussion Destination: mk:H1_4 Children: Item: Title: 4.1 ROI level data Destination: mk:H2_17 Item: Title: 4.2 SVM vs. DL model performance Destination: mk:H2_18 Item: Title: 4.3 TLE diagnosis vs. Lateralization Destination: mk:H2_19 Item: Title: 4.4 Structural vs. diffusion models Destination: mk:H2_20 Item: Title: 4.5 Lesional vs. non-lesional patients Destination: mk:H2_21 Item: Title: 4.6 Model features Destination: mk:H2_22 Item: Title: 5 Conclusions Destination: mk:H1_5 Item: Title: 6 Funding and acknowledgements Destination: mk:H1_6 Item: Title: Credit Author Statement Destination: mk:H1_7 Item: Title: Declaration of Competing Interest Destination: creditlink2 Item: Title: Appendix A Supplementary data Destination: mk:H1_8 Item: Title: References Destination: mk:HH2_1 Info: Title: Artificial intelligence for classification of temporal lobe epilepsy with ROI-level MRI data: A worldwide ENIGMA-Epilepsy study Author: E Subject: NeuroImage: Clinical, 31 (2021) 102765. doi:10.1016/j.nicl.2021.102765 Keywords: Epilepsy,Temporal lobe epilepsy,Machine learning,Artificial inteligence Creator: Elsevier Producer: Acrobat Distiller 8.1.0 (Windows) CreationDate: Fri Jul 30 08:35:40 CEST 2021 ModDate: Fri Jul 30 11:04:25 CEST 2021 ID: 0x7bfbb3b26282b931ebbda394828b9250, 0x111334283f415c9d5a440e58484bfb1f Filters: FilterPipeline: FlateDecode FilterPipeline: DCTDecode Images: Image: NisoImageMetadata: FormatName: image/jpg CompressionScheme: JPEG ImageWidth: 236 ImageHeight: 298 BitsPerSample: 8 BitsPerSampleUnit: integer Image: NisoImageMetadata: FormatName: image/jpg CompressionScheme: JPEG ImageWidth: 248 ImageHeight: 271 BitsPerSample: 8 BitsPerSampleUnit: integer Fonts: Type0: Font: BaseFont: VBDYDN+CharisSIL-Italic Encoding: Identity-H ToUnicode: true Font: BaseFont: OUHGHJ+TimesNewRomanPS-ItalicMT Encoding: Identity-H ToUnicode: true Font: BaseFont: ETLRUK+TimesNewRomanPSMT Encoding: Identity-H ToUnicode: true Font: BaseFont: EQHMUH+CharisSIL Encoding: 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NeuroImage: Clinical, 31 (2021) 102765. doi:10.1016/j.nicl.2021.102765 Epilepsy Temporal lobe epilepsy Machine learning Artificial inteligence Artificial intelligence for classification of temporal lobe epilepsy with ROI-level MRI data: A worldwide ENIGMA-Epilepsy study E Ezequiel Gleichgerrcht Brent C. Munsell Saud Alhusaini Marina K.M. Alvim Núria Bargalló Benjamin Bender Andrea Bernasconi Neda Bernasconi Boris Bernhardt Karen Blackmon Maria Eugenia Caligiuri Fernando Cendes Luis Concha Patricia M. Desmond Orrin Devinsky Colin P. Doherty Martin Domin John S. Duncan Niels K. Focke Antonio Gambardella Bo Gong Renzo Guerrini Sean N. Hatton Reetta Kälviäinen Simon S. Keller Peter Kochunov Raviteja Kotikalapudi Barbara A.K. Kreilkamp Angelo Labate Soenke Langner Sara Larivière Matteo Lenge Elaine Lui Pascal Martin Mario Mascalchi Stefano Meletti Terence J. O'Brien Heath R. Pardoe Jose C. Pariente Jun Xian Rao Mark P. Richardson Raúl Rodríguez-Cruces Theodor Rüber Ben Sinclair Hamid Soltanian-Zadeh Dan J. Stein Pasquale Striano Peter N. Taylor Rhys H. Thomas Anna Elisabetta Vaudano Lucy Vivash Felix von Podewills Sjoerd B. Vos Bernd Weber Yi Yao Clarissa Lin Yasuda Junsong Zhang Paul M. Thompson Sanjay M. Sisodiya Carrie R. McDonald Leonardo Bonilha Andre Altmann Chantal Depondt Marian Galovic Sophia I. Thomopoulos Roland Wiest journal NeuroImage: Clinical © 2021 The Authors. Published by Elsevier Inc. 2213-1582 31 30 July 2021 2021-01-01 102765 102765 10.1016/j.nicl.2021.102765 https://doi.org/10.1016/j.nicl.2021.102765 2010-04-23 true 10.1016/j.nicl.2021.102765 elsevier.com sciencedirect.com http://creativecommons.org/licenses/by/4.0/ VoR 7.0 10.1016/j.nicl.2021.102765 noindex 2010-04-23 true 30th July 2021 sciencedirect.com elsevier.com Elsevier 2021-07-30T09:04:25 2021-07-30T06:35:40 2021-07-30T09:04:25 True 30th July 2021 Acrobat Distiller 8.1.0 (Windows) Epilepsy,Temporal lobe epilepsy,Machine learning,Artificial inteligence uuid:1b499bed-4ce8-4c0c-b682-0d58baae1cbe uuid:b6ed5266-03cb-4855-90c0-636283357f42 Pages: Page: Label: 1 Annotations: Annotation: Subtype: Link Rect: 145, 576, 152, 587 Flags: Print Destination: 1329 Annotation: Subtype: Link Rect: 152, 579, 156, 584 Flags: Print Destination: 1329 Annotation: Subtype: Link Rect: 152, 571, 243, 582 Flags: Print Destination: 1329 Annotation: Subtype: Link Rect: 243, 576, 250, 587 Flags: Print 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