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    Research Areas

    • Biomedical Imaging
    • Robust Uncertainty Estimation
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    • Education

      Promotionsstudium, Computer Vision & Machine Learning Systems Gruppe (Prof. Benjamin Risse)
      Promotionsstudium, Medical Machine Learning Lab (Prof. Tim Hahn)
      Master of Science (Informatik), Universität Münster
      Bachelor of Science (Informatik), Universität Münster
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    Research Articles (Journals)

    • Moia Stefano , Wang Hao-Ting , Heinsfeld S. Anibal , Jarecka Dorota , Yang Fang Yu , Heunis Stephan , Svanera Michele , Leener De Benjamin , Gondová Andrea , Kim Sin , Basavaraj Arshitha , Bayer M.M. Johanna , Bayrak G. Roza , Bazin Pierre-Louis , Bilgin Poyraz Isil , Bollmann Steffen , Borek Daniel , Borghesani Valentina , Cao Trang , Chen Gang , Vega La De Alejandro , Dresbach Sebastian , Ehses Philipp , Ernsting Jan , Esteves Inês , Ferrante Oscar , Garner G. Kelly , Gau Rémi , Germani Elodie , Ghafari Tara , Ghosh S. Satrajit , Goodale E. Sarah , Praag van Gould D. Cassandra , Guay Samuel , Gulban Faruk Omer , Halchenko O. Yaroslav , Hanke Michael , Herholz Peer , Heuer Katja , Hoffstaedter Felix , Huang Ruoqi , Huber Renzo , Jensen Ole , Keeratimahat Kan , Kosciessa Q. Julian , Lukic Sladjana , Magielse Neville , Markiewicz J. Christopher , Martin G. Caroline , Maumet Camille , Menacher Anna , Mentch Jeff , Mönch Christian , More Shammi , Muller-Rodriguez Leonardo , Nastase A. Samuel , Nicolaisen-Sobesky Eliana , Nielson M. Dylan , Nolan R. Christopher , Paugam François , Pinheiro-Chagas Pedro , Pinho Luísa Ana , Pizzuti Alessandra , Poldrack Benjamin , Poser A. Benedikt , Rocca Roberta , Sanz-Robinson Jacob , Sarink Kelvin , Sitek R. Kevin , Spychala Nadine , Stirnberg Rüdiger , Szczepanik Michał , Torabi Mohammad , Toro Roberto , Urchs G.W. Sebastian , Valk L. Sofie , Wagner S. Adina , Waite K. Laura , Waite Q. Alexander , Waller Lea , Wishard J. Tyler , Wu Jianxiao , Zhou Yuchen , Bijsterbosch D. Janine , Community Physiopy The. . ‘Proceedings of the OHBM Brainhack 2022.’ Aperture Neuro 2014//4. doi: 10.52294/001c.92760.
    • Winter R. Nils , Blanke Julian , Leenings Ramona , Ernsting Jan , Fisch Lukas , Sarink Kelvin , Barkhau Carlotta , Emden Daniel , Thiel Katharina , Flinkenflügel Kira , Winter Alexandra , Goltermann Janik , Meinert Susanne , Dohm Katharina , Repple Jonathan , Gruber Marius , Leehr J. Elisabeth , Opel Nils , Grotegerd Dominik , Redlich Ronny , Nitsch Robert , Bauer Jochen , Heindel Walter , Gross Joachim , Risse Benjamin , Andlauer M. F. Till , Forstner J. Andreas , Nöthen M. Markus , Rietschel Marcella , Hofmann G. Stefan , Pfarr Julia-Katharina , Teutenberg Lea , Usemann Paula , Thomas-Odenthal Florian , Wroblewski Adrian , Brosch Katharina , Stein Frederike , Jansen Andreas , Jamalabadi Hamidreza , Alexander Nina , Straube Benjamin , Nenadić Igor , Kircher Tilo , Dannlowski Udo , Hahn Tim. . ‘A Systematic Evaluation of Machine Learning–Based Biomarkers for Major Depressive Disorder.’ JAMA Psychiatry 2024/4/81. doi: 10.1001/jamapsychiatry.2023.5083.

    • Jamalabadi, Hamidreza; Hahn, Tim; Winter, Nils R.; Nozari, Erfan; Ernsting, Jan; Meinert, Susanne; Leehr, Elisabeth J.; Dohm, Katharina; Bauer, Jochen; Pfarr, Julia-Katharina; Stein, Frederike; Thomas-Odenthal, Florian; Brosch, Katharina; Mauritz, Marco; Gruber, Marius; Repple, Jonathan; Kaufmann, Tobias; Krug, Axel; Nenadic, Igor; Kircher, Tilo; Dannlowski, Udo; Derntl, Birgit. . ‘Interrelated effects of age and parenthood on whole-brain controllability: protective effects of parenthood in mothers.’ Frontiers in Aging Neuroscience 15. doi: 10.3389/fnagi.2023.1085153.
    • Hahn T; Winter NR; Ernsting J; Gruber M; Mauritz MJ; Fisch L; Leenings R; Sarink K; Blanke J; Holstein V; Emden D; Beisemann M; Opel N; Grotegerd D; Meinert S; Witt S; Heindel W; Nöthen MM; Rietschel M; Kircher T; Forstner AJ; Jansen A; Nenadic I; Andlauer TFM; Müller-Myhsok B; van den Heuvel MP; Walter M; Dannlowski U; Jamalabadi H; Repple J. . ‘Genetic, individual, and familial risk correlates of brain network controllability in major depressive disorder.’ Molecular Psychiatry 28, No. 3: 1057–1063. doi: 10.1038/s41380-022-01936-6.
    • 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; Dannlowski, Udo; Redlich, Ronny; Repple, Jonathan. . ‘Towards a network control theory of electroconvulsive therapy response.’ PNAS Nexus 2, No. 2. doi: 10.1093/pnasnexus/pgad032.

    • Winter, Nils R.; Leenings, Ramona; Ernsting, Jan; Sarink, Kelvin; Fisch, Lukas; Emden, Daniel; Blanke, Julian; Goltermann, Janik; Opel, Nils; Barkhau, Carlotta; Meinert, Susanne; Dohm, Katharina; Repple, Jonathan; Mauritz, Marco; Gruber, Marius; Leehr, Elisabeth J.; Grotegerd, Dominik; Redlich, Ronny; Jansen, Andreas; Nenadic, Igor; Noethen, Markus M.; Forstner, Andreas; Rietschel, Marcella; Gross, Joachim; Bauer, Jochen; Heindel, Walter; Andlauer, Till; Eickhoff, Simon B.; Kircher, Tilo; Dannlowski, Udo; Hahn, Tim. . ‘Quantifying Deviations of Brain Structure and Function in Major Depressive Disorder Across Neuroimaging Modalities.’ JAMA Psychiatry 79, No. 9. doi: 10.1001/jamapsychiatry.2022.1780.
    • Hahn T, Ernsting J, Winter NR, Holstein V, Leenings R, Beisemann M, Fisch L, Sarink K, Emden D, Opel N, Redlich R, Repple J, Grotegerd D, Meinert S, Hirsch JG, Niendorf T, Endemann B, Bamberg F, Kröncke T, Bülow R, Völzke H, von Stackelberg O, Sowade RF, Umutlu L, Schmidt B, Caspers S, Kugel H, Kircher T, Risse B, Gaser C, Cole JH, Dannlowski U, Berger K. . ‘An Uncertainty-Aware, Shareable and Transparent Neural Network Architecture for Brain-Age Modeling.’ Science advances 8, No. 1: eabg9471. doi: 10.1126/sciadv.abg9471.

    • Leenings R, Winter NR, Plagwitz L, Holstein V, Ernsting J, Sarink K, Fisch L, Steenweg J, Kleine-Vennekate L, Gebker J, Emden D, Grotegerd D, Opel N, Risse B, Jiang X, Dannlowski U, Hahn T. . ‘PHOTONAI-A Python API for rapid machine learning model development .’ PloS one 16. doi: 10.1371/journal.pone.0254062.
    • Hahn T, Fisch L, Ernsting J, Winter NR, Leenings R, Sarink K, Emden D, Kircher T, Berger K, Dannlowski U. . ‘From “Loose Fitting” to High-Performance, Uncertainty-Aware Brain-Age Modelling.’ Brain 144, No. 3: e31. doi: 10.1093/brain/awaa454.

    • Sandmann, Sarah; Karimi, Mohsen; de Graaf, Aniek O; Rohde, Christian; Göllner, Stefanie; Varghese, Julian; Ernsting, Jan; Walldin, Gunilla; van der Reijden, Bert A; Müller-Tidow, Carsten; Malcovati, Luca; Hellström-Lindberg, Eva; Jansen, Joop H; Dugas, Martin. . ‘appreci8: a pipeline for precise variant calling integrating 8 tools.’ Bioinformatics 2018/24/34. doi: 10.1093/bioinformatics/bty518.
    • Brix TJ, Bruland P, Sarfraz S, Ernsting J, Neuhaus P, Storck M, Doods J, Ständer S, Dugas M. . ‘ODM Data Analysis-A tool for the automatic validation, monitoring and generation of generic descriptive statistics of patient data.’ PloS one 13. doi: 10.1371/journal.pone.0199242.
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    Honors

    Paper of the Month – Medizinische Fakultät der Universität Münster

    Forschungsförderpreis – Maria-Möller-Stiftung