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  1. Hahn, Tim [Author]; Ernsting, Jan [Author]; Winter, Nils R. [Author]; Holstein, Vincent [Author]; Leenings, Ramona [Author]; Beisemann, Marie [Author]; Fisch, Lukas [Author]; Sarink, Kelvin [Author]; Emden, Daniel [Author]; Opel, Nils [Author]; Redlich, Ronny [Author]; Repple, Jonathan [Author]; Grotegerd, Dominik [Author]; Meinert, Susanne [Author]; Hirsch, Jochen G. [Author]; Niendorf, Thoralf [Author]; Endemann, Beate [Author]; Bamberg, Fabian [Author]; Kröncke, Thomas [Author]; Bülow, Robin [Author]; Völzke, Henry [Author]; Stackelberg, Oyunbileg von [Author]; Sowade, Ramona Felizitas [Author]; Umutlu, Lale [Author]; [...]

    An uncertainty-aware, shareable, and transparent neural network architecture for brain-age modeling

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    5 January 2022

    Published in: Science advances ; 8(2022), 1, Artikel-ID abg9471

  2. Ernsting, Jan [Author]; Holstein, Vincent Leonard [Author]; Winter, Nils Ralf [Author]; Sarink, Kelvin [Author]; Leenings, Ramona [Author]; Gruber, Marius [Author]; Repple, Jonathan [Author]; Risse, Benjamin [Author]; Dannlowski, Udo [Author]; Hahn, Tim [Author]

    PHOTONAI-Graph - a Python toolbox for graph machine learning

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    Frankfurt am Main: Universitätsbibliothek Johann Christian Senckenberg, 2023

  3. Ernsting, Jan [Author]; Holstein, Vincent Leonard [Author]; Winter, Nils Ralf [Author]; Sarink, Kelvin [Author]; Leenings, Ramona [Author]; Gruber, Marius [Author]; Repple, Jonathan [Author]; Risse, Benjamin [Author]; Dannlowski, Udo [Author]; Hahn, Tim [Author]

    PHOTONAI-Graph - a Python toolbox for graph machine learning

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    Publication Server of Goethe University Frankfurt am Main, 2023-06-29

  4. Flint, Claas [Author]; Cearns, Micah [Author]; Opel, Nils [Author]; Redlich, Ronny [Author]; Mehler, David M. A. [Author]; Emden, Daniel [Author]; Winter, Nils R. [Author]; Leenings, Ramona [Author]; Eickhoff, Simon Bodo Johannes [Author]; Kircher, Tilo [Author]; Krug, Axel [Author]; Nenadić, Igor [Author]; Arolt, Volker [Author]; Clark, Scott [Author]; Baune, Bernhard T. [Author]; Jiang, Xiaoyi [Author]; Dannlowski, Udo [Author]; Hahn, Tim [Author]

    Systematic misestimation of machine learning performance in neuroimaging studies of depression

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    2021

    Published in: Neuropsychopharmacology ; 46(2021), 8, Seite 1510-1517

  5. Flint, Claas [Author]; Cearns, Micah [Author]; Krug, Axel [Author]; Nenadic, Igor [Author]; Arolt, Volker [Author]; Clark, Scott [Author]; Baune, Bernhard T. [Author]; Jiang, Xiaoyi [Author]; Dannlowski, Udo [Author]; Hahn, Tim [Author]; Opel, Nils [Author]; Redlich, Ronny [Author]; Mehler, David M. A. [Author]; Emden, Daniel [Author]; Winter, Nils R. [Author]; Leenings, Ramona [Author]; Eickhoff, Simon B. [Author]; Kircher, Tilo [Author]

    Systematic misestimation of machine learning performance in neuroimaging studies of depression

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    Nature Publishing Group, 2021

    Published in: Neuropsychopharmacology 46(8), 1510-1517 (2021). doi:10.1038/s41386-021-01020-7

  6. Hahn, Tim [Author]; Ernsting, Jan [Author]; Redlich, Ronny [Author]; Repple, Jonathan [Author]; Grotegerd, Dominik [Author]; Meinert, Susanne [Author]; Hirsch, Jochen G. [Author]; Niendorf, Thoralf [Author]; Endemann, Beate [Author]; Bamberg, Fabian [Author]; Kröncke, Thomas [Author]; Bülow, Robin [Author]; Winter, Nils R. [Author]; Völzke, Henry [Author]; von Stackelberg, Oyunbileg [Author]; Sowade, Ramona Felizitas [Author]; Umutlu, Lale [Author]; Schmidt, Börge [Author]; Caspers, Svenja [Author]; Kugel, Harald [Author]; Kircher, Tilo [Author]; Risse, Benjamin [Author]; Gaser, Christian [Author]; Holstein, Vincent [Author]; [...]

    An uncertainty-aware, shareable, and transparent neural network architecture for brain-age modeling

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    Assoc., 2022

    Published in: Science advances 8(1), eabg9471 (2022). doi:10.1126/sciadv.abg9471

  7. Pelin, Helena [Author]; Ising, Marcus [Author]; Nenadić, Igor [Author]; Heilmann-Heimbach, Stefanie [Author]; Forstner, Andreas J. [Author]; Nöthen, Markus M. [Author]; Opel, Nils [Author]; Repple, Jonathan [Author]; Pfarr, Julia [Author]; Ringwald, Kai [Author]; Schmitt, Simon [Author]; Thiel, Katharina [Author]; Stein, Frederike [Author]; Waltemate, Lena [Author]; Winter, Alexandra [Author]; Streit, Fabian [Author]; Witt, Stephanie [Author]; Rietschel, Marcella [Author]; Dannlowski, Udo [Author]; Kircher, Tilo [Author]; Hahn, Tim [Author]; Müller-Myhsok, Bertram [Author]; Andlauer, Till F. M. [Author]; Meinert, Susanne [Author]; [...]

    Identification of transdiagnostic psychiatric disorder subtypes using unsupervised learning

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    Nature Publishing Group, 2021

    Published in: Neuropsychopharmacology 46(11), 1895-1905 (2021). doi:10.1038/s41386-021-01051-0

  8. Winter, Nils R. [Author]; Blanke, Julian [Author]; Leenings, Ramona [Author]; Ernsting, Jan [Author]; Fisch, Lukas [Author]; Sarink, Kelvin [Author]; Barkhau, Carlotta [Author]; Thiel, Katharina [Author]; Flinkenflügel, Kira [Author]; Winter, Alexandra [Author]; Goltermann, Janik [Author]; Meinert, Susanne L. [Author]; Dohm, Katharina [Author]; Repple, Jonathan [Author]; Gruber, Marius [Author]; Leehr, Elisabeth Johanna [Author]; Opel, Nils [Author]; Grotegerd, Dominik [Author]; Redlich, Ronny [Author]; Nitsch, Robert [Author]; Bauer, Jochen [Author]; Heindel, Walter [Author]; Groß, Joachim [Author]; Andlauer, Till [Author]; [...]

    A systematic evaluation of machine learning-based biomarkers for major depressive disorder across modalities

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    Frankfurt am Main: Universitätsbibliothek Johann Christian Senckenberg, 2023

  9. Opel, Nils [Author]; Thalamuthu, Anbupalam [Author]; Milaneschi, Yuri [Author]; Grotegerd, Dominik [Author]; Flint, Claas [Author]; Leenings, Ramona [Author]; Goltermann, Janik [Author]; Richter, Maike [Author]; Hahn, Tim [Author]; Woditsch, Georg [Author]; Berger, Klaus [Author]; Hermesdorf, Marco [Author]; McIntosh, Andrew M. [Author]; Whalley, Heather C. [Author]; Harris, Mathew A. [Author]; MacMaster, Frank P. [Author]; Walter, Henrik [Author]; Veer, Ilya M. [Author]; Frodl, Thomas [Author]; Carballedo, Angela [Author]; Krug, Axel [Author]; Nenadić, Igor [Author]; Kircher, Tilo [Author]; Aleman, André [Author]; [...]

    Brain structural abnormalities in obesity : relation to age, genetic risk, and common psychiatric disorders : evidence through univariate and multivariate mega-analysis including 6420 participants from the ENIGMA MDD working group

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    2021

    Published in: Molecular psychiatry ; 26(2021), 9, Seite 4839-4852

  10. Han, Laura K. M. [Author]; Dinga, Richard [Author]; Hahn, Tim [Author]; Ching, Christopher R. K. [Author]; Eyler, Lisa T. [Author]; Aftanas, Lyubomir [Author]; Aghajani, Moji [Author]; Aleman, André [Author]; Baune, Bernhard T. [Author]; Berger, Klaus [Author]; Brak, Ivan [Author]; Filho, Geraldo Busatto [Author]; Carballedo, Angela [Author]; Connolly, Colm G. [Author]; Couvy-Duchesne, Baptiste [Author]; Cullen, Kathryn R. [Author]; Dannlowski, Udo [Author]; Davey, Christopher G. [Author]; Dima, Danai [Author]; Duran, Fabio L. S. [Author]; Enneking, Verena [Author]; Filimonova, Elena [Author]; Frenzel, Stefan [Author]; Frodl, Thomas [Author]; [...]

    Brain aging in major depressive disorder : results from the ENIGMA major depressive disorder working group

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    2021

    Published in: Molecular psychiatry ; 26(2021), 9, Seite 5124-5139

  11. Winter, Nils R.; Cearns, Micah; Clark, Scott R.; Leenings, Ramona; Dannlowski, Udo; Baune, Bernhard T.; Hahn, Tim

    From multivariate methods to an AI ecosystem

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    Springer Science and Business Media LLC, 2021

    Published in: Molecular Psychiatry

  12. Leenings, Ramona; Winter, Nils Ralf; Plagwitz, Lucas; Holstein, Vincent; Ernsting, Jan; Sarink, Kelvin; Fisch, Lukas; Steenweg, Jakob; Kleine-Vennekate, Leon; Gebker, Julian; Emden, Daniel; Grotegerd, Dominik; Opel, Nils; Risse, Benjamin; Jiang, Xiaoyi; Dannlowski, Udo; Hahn, Tim

    PHOTONAI—A Python API for rapid machine learning model development

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    Public Library of Science (PLoS), 2021

    Published in: PLOS ONE

  13. Thiel, Katharina; Meinert, Susanne; Winter, Alexandra; Lemke, Hannah; Waltemate, Lena; Breuer, Fabian; Gruber, Marius; Leenings, Ramona; Wüste, Lucia; Rüb, Kathrin; Pfarr, Julia-Katharina; Stein, Frederike; Brosch, Katharina; Meller, Tina; Ringwald, Kai Gustav; Nenadić, Igor; Krug, Axel; Repple, Jonathan; Opel, Nils; Koch, Katharina; Leehr, Elisabeth J.; Bauer, Jochen; Grotegerd, Dominik; Hahn, Tim; [...]

    Reduced fractional anisotropy in bipolar disorder v. major depressive disorder independent of current symptoms

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    Cambridge University Press (CUP), 2023

    Published in: Psychological Medicine

  14. Hahn, Tim; Jamalabadi, Hamidreza; Nozari, Erfan; Winter, Nils R; Ernsting, Jan; Gruber, Marius; Mauritz, Marco J; Grumbach, Pascal; Fisch, Lukas; Leenings, Ramona; Sarink, Kelvin; Blanke, Julian; Vennekate, Leon Kleine; Emden, Daniel; Opel, Nils; Grotegerd, Dominik; Enneking, Verena; Meinert, Susanne; Borgers, Tiana; Klug, Melissa; Leehr, Elisabeth J; Dohm, Katharina; Heindel, Walter; Gross, Joachim; [...]

    Towards a network control theory of electroconvulsive therapy response

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    Oxford University Press (OUP), 2023

    Published in: PNAS Nexus

  15. Sämann, Philipp G.; Iglesias, Juan Eugenio; Gutman, Boris; Grotegerd, Dominik; Leenings, Ramona; Flint, Claas; Dannlowski, Udo; Clarke‐Rubright, Emily K.; Morey, Rajendra A.; van Erp, Theo G.M.; Whelan, Christopher D.; Han, Laura K. M.; van Velzen, Laura S.; Cao, Bo; Augustinack, Jean C.; Thompson, Paul M.; Jahanshad, Neda; Schmaal, Lianne

    FreeSurfer‐based segmentation of hippocampal subfields: A review of methods and applications, with a novel quality control procedure for ENIGMA studies and other collaborative efforts

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    Wiley, 2022

    Published in: Human Brain Mapping

  16. Flint, Claas; Cearns, Micah; Opel, Nils; Redlich, Ronny; Mehler, David M. A.; Emden, Daniel; Winter, Nils R.; Leenings, Ramona; Eickhoff, Simon B.; Kircher, Tilo; Krug, Axel; Nenadic, Igor; Arolt, Volker; Clark, Scott; Baune, Bernhard T.; Jiang, Xiaoyi; Dannlowski, Udo; Hahn, Tim

    Systematic misestimation of machine learning performance in neuroimaging studies of depression

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    Springer Science and Business Media LLC, 2021

    Published in: Neuropsychopharmacology