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Multimodal Machine Learning Workflows for Prediction of Psychosis in Patients With Clinical High-Risk Syndromes and Recent-Onset Depression.
Koutsouleris N, Dwyer DB, Degenhardt F, Maj C, Urquijo-Castro MF, Sanfelici R, Popovic D, Oeztuerk O, Haas SS, Weiske J, Ruef A, Kambeitz-Ilankovic L, Antonucci LA, Neufang S, Schmidt-Kraepelin C, Ruhrmann S, Penzel N, Kambeitz J, Haidl TK, Rosen M, Chisholm K, Riecher-Rössler A, Egloff L, Schmidt A, Andreou C, Hietala J, Schirmer T, Romer G, Walger P, Franscini M, Traber-Walker N, Schimmelmann BG, Flückiger R, Michel C, Rössler W, Borisov O, Krawitz PM, Heekeren K, Buechler R, Pantelis C, Falkai P, Salokangas RKR, Lencer R, Bertolino A, Borgwardt S, Noethen M, Brambilla P, Wood SJ, Upthegrove R, Schultze-Lutter F, Theodoridou A, Meisenzahl E; PRONIA Consortium. Koutsouleris N, et al. Among authors: dwyer db. JAMA Psychiatry. 2021 Feb 1;78(2):195-209. doi: 10.1001/jamapsychiatry.2020.3604. JAMA Psychiatry. 2021. PMID: 33263726 Free PMC article.
Classifying Schizophrenia Using Multimodal Multivariate Pattern Recognition Analysis: Evaluating the Impact of Individual Clinical Profiles on the Neurodiagnostic Performance.
Cabral C, Kambeitz-Ilankovic L, Kambeitz J, Calhoun VD, Dwyer DB, von Saldern S, Urquijo MF, Falkai P, Koutsouleris N. Cabral C, et al. Among authors: dwyer db. Schizophr Bull. 2016 Jul;42 Suppl 1(Suppl 1):S110-7. doi: 10.1093/schbul/sbw053. Schizophr Bull. 2016. PMID: 27460614 Free PMC article.
Predicting Response to Repetitive Transcranial Magnetic Stimulation in Patients With Schizophrenia Using Structural Magnetic Resonance Imaging: A Multisite Machine Learning Analysis.
Koutsouleris N, Wobrock T, Guse B, Langguth B, Landgrebe M, Eichhammer P, Frank E, Cordes J, Wölwer W, Musso F, Winterer G, Gaebel W, Hajak G, Ohmann C, Verde PE, Rietschel M, Ahmed R, Honer WG, Dwyer D, Ghaseminejad F, Dechent P, Malchow B, Kreuzer PM, Poeppl TB, Schneider-Axmann T, Falkai P, Hasan A. Koutsouleris N, et al. Schizophr Bull. 2018 Aug 20;44(5):1021-1034. doi: 10.1093/schbul/sbx114. Schizophr Bull. 2018. PMID: 28981875 Free PMC article. Clinical Trial.
Brain Subtyping Enhances The Neuroanatomical Discrimination of Schizophrenia.
Dwyer DB, Cabral C, Kambeitz-Ilankovic L, Sanfelici R, Kambeitz J, Calhoun V, Falkai P, Pantelis C, Meisenzahl E, Koutsouleris N. Dwyer DB, et al. Schizophr Bull. 2018 Aug 20;44(5):1060-1069. doi: 10.1093/schbul/sby008. Schizophr Bull. 2018. PMID: 29529270 Free PMC article.
Prediction Models of Functional Outcomes for Individuals in the Clinical High-Risk State for Psychosis or With Recent-Onset Depression: A Multimodal, Multisite Machine Learning Analysis.
Koutsouleris N, Kambeitz-Ilankovic L, Ruhrmann S, Rosen M, Ruef A, Dwyer DB, Paolini M, Chisholm K, Kambeitz J, Haidl T, Schmidt A, Gillam J, Schultze-Lutter F, Falkai P, Reiser M, Riecher-Rössler A, Upthegrove R, Hietala J, Salokangas RKR, Pantelis C, Meisenzahl E, Wood SJ, Beque D, Brambilla P, Borgwardt S; PRONIA Consortium. Koutsouleris N, et al. Among authors: dwyer db. JAMA Psychiatry. 2018 Nov 1;75(11):1156-1172. doi: 10.1001/jamapsychiatry.2018.2165. JAMA Psychiatry. 2018. PMID: 30267047 Free PMC article.
Translational machine learning for psychiatric neuroimaging.
Walter M, Alizadeh S, Jamalabadi H, Lueken U, Dannlowski U, Walter H, Olbrich S, Colic L, Kambeitz J, Koutsouleris N, Hahn T, Dwyer DB. Walter M, et al. Among authors: dwyer db. Prog Neuropsychopharmacol Biol Psychiatry. 2019 Apr 20;91:113-121. doi: 10.1016/j.pnpbp.2018.09.014. Epub 2018 Oct 2. Prog Neuropsychopharmacol Biol Psychiatry. 2019. PMID: 30290208 Review.
91 results