Recommendations and future directions for supervised machine learning in psychiatry von Cearns, Micah, Hahn, Tim, Baune, Bernhard T.

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Freezing of gait and fall detection in Parkinson’s disease using wearable sensors: a systematic review von Silva de Lima, Ana Lígia, Evers, Luc J. W., Hahn, Tim, Bataille, Lauren, Hamilton, Jamie L., Little, Max A., Okuma, Yasuyuki, Bloem, Bastiaan R., Faber, Marjan J.

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Volume of the Human Hippocampus and Clinical Response Following Electroconvulsive Therapy von Oltedal, Leif, Narr, Katherine L., Abbott, Christopher, Anand, Amit, Argyelan, Miklos, Bartsch, Hauke, Dannlowski, Udo, Dols, Annemieke, van Eijndhoven, Philip, Emsell, Louise, Erchinger, Vera Jane, Espinoza, Randall, Hahn, Tim, Hanson, Lars G., Hellemann, Gerhard, Jorgensen, Martin Balslev, Kessler, Ute, Oudega, Mardien L., Paulson, Olaf B., Redlich, Ronny, Sienaert, Pascal, Stek, Max L., Tendolkar, Indira, Vandenbulcke, Mathieu, Oedegaard, Ketil J., Dale, Anders M.

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Recommendations for machine learning benchmarks in neuroimaging von Leenings, Ramona, Winter, Nils R., Dannlowski, Udo, Hahn, Tim

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Feasibility of large-scale deployment of multiple wearable sensors in Parkinson's disease von Silva de Lima, Ana Lígia, Hahn, Tim, Evers, Luc J W, de Vries, Nienke M, Cohen, Eli, Afek, Michal, Bataille, Lauren, Daeschler, Margaret, Claes, Kasper, Boroojerdi, Babak, Terricabras, Dolors, Little, Max A, Baldus, Heribert, Bloem, Bastiaan R, Faber, Marjan J

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Systematic misestimation of machine learning performance in neuroimaging studies of depression von 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

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Simulation of near-infrared light absorption considering individual head and prefrontal cortex anatomy: implications for optical neuroimaging von Haeussinger, Florian B, Heinzel, Sebastian, Hahn, Tim, Schecklmann, Martin, Ehlis, Ann-Christine, Fallgatter, Andreas J

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Machine learning probability calibration for high-risk clinical decision-making von Cearns, Micah, Hahn, Tim, Clark, Scott, Baune, Bernhard T

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Identification of transdiagnostic psychiatric disorder subtypes using unsupervised learning von Pelin, Helena, Ising, Marcus, Stein, Frederike, Meinert, Susanne, Meller, Tina, Brosch, Katharina, Winter, Nils R, Krug, Axel, Leenings, Ramona, Lemke, Hannah, Nenadić, Igor, Heilmann-Heimbach, Stefanie, Forstner, Andreas J, Nöthen, Markus M, Opel, Nils, Repple, Jonathan, Pfarr, Julia, Ringwald, Kai, Schmitt, Simon, Thiel, Katharina, Waltemate, Lena, Winter, Alexandra, Streit, Fabian, Witt, Stephanie, Rietschel, Marcella, Dannlowski, Udo, Kircher, Tilo, Hahn, Tim, Müller-Myhsok, Bertram, Andlauer, Till F M

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Altered resting-state functional connectome in major depressive disorder: a mega-analysis from the PsyMRI consortium von Javaheripour, Nooshin, Li, Meng, Chand, Tara, Krug, Axel, Kircher, Tilo, Dannlowski, Udo, Nenadić, Igor, Hamilton, J. Paul, Sacchet, Matthew D., Gotlib, Ian H., Walter, Henrik, Frodl, Thomas, Grimm, Simone, Harrison, Ben J., Wolf, Christian Robert, Olbrich, Sebastian, van Wingen, Guido, Pezawas, Lukas, Parker, Gordon, Hyett, Matthew P., Sämann, Philipp G., Hahn, Tim, Steinsträter, Olaf, Jansen, Andreas, Yuksel, Dilara, Kämpe, Robin, Davey, Christopher G., Meyer, Bernhard, Bartova, Lucie, Croy, Ilona, Walter, Martin, Wagner, Gerd

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Patient classification as an outlier detection problem: An application of the One-Class Support Vector Machine von Mourão-Miranda, Janaina, Hardoon, David R., Hahn, Tim, Marquand, Andre F., Williams, Steve C.R., Shawe-Taylor, John, Brammer, Michael

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Mediation of the influence of childhood maltreatment on depression relapse by cortical structure: a 2-year longitudinal observational study von Opel, Nils, Redlich, Ronny, Dohm, Katharina, Zaremba, Dario, Goltermann, Janik, Repple, Jonathan, Kaehler, Claas, Grotegerd, Dominik, Leehr, Elisabeth J, Böhnlein, Joscha, Förster, Katharina, Meinert, Susanne, Enneking, Verena, Sindermann, Lisa, Dzvonyar, Fanni, Emden, Daniel, Leenings, Ramona, Winter, Nils, Hahn, Tim, Kugel, Harald, Heindel, Walter, Buhlmann, Ulrike, Baune, Bernhard T, Arolt, Volker, Dannlowski, Udo

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Formalizing psychological interventions through network control theory von Stocker, Julia Elina, Koppe, Georgia, Reich, Hanna, Heshmati, Saeideh, Kittel-Schneider, Sarah, Hofmann, Stefan G., Hahn, Tim, van der Maas, Han L. J., Waldorp, Lourens, Jamalabadi, Hamidreza

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Association of polysialic acid serum levels with schizophrenia spectrum and bipolar disorder-related structural brain changes and hospitalization von Müller-Miny, Louisa, Thiel, Katharina, Meinert, Susanne, Hahn, Tim, Kircher, Tilo, Nenadić, Igor, Krug, Axel, Hufschmidt, Felix, Liao, Huan, Neumann, Harald, Dannlowski, Udo, Lünemann, Jan D.

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PHOTONAI—A Python API for rapid machine learning model development von 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

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Influence of electroconvulsive therapy on white matter structure in a diffusion tensor imaging study von Repple, Jonathan, Meinert, Susanne, Bollettini, Irene, Grotegerd, Dominik, Redlich, Ronny, Zaremba, Dario, Bürger, Christian, Förster, Katharina, Dohm, Katharina, Stahl, Felix, Opel, Nils, Hahn, Tim, Enneking, Verena, Leehr, Elisabeth J, Böhnlein, Joscha, Leenings, Ramona, Kaehler, Claas, Emden, Daniel, Winter, Nils R, Heindel, Walter, Kugel, Harald, Bauer, Jochen, Arolt, Volker, Benedetti, Francesco, Dannlowski, Udo

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Data-driven multivariate identification of gyrification patterns in a transdiagnostic patient cohort: A cluster analysis approach von Pfarr, Julia-Katharina, Meller, Tina, Brosch, Katharina, Stein, Frederike, Thomas-Odenthal, Florian, Evermann, Ulrika, Wroblewski, Adrian, Ringwald, Kai G., Hahn, Tim, Meinert, Susanne, Winter, Alexandra, Thiel, Katharina, Flinkenflügel, Kira, Jansen, Andreas, Krug, Axel, Dannlowski, Udo, Kircher, Tilo, Gaser, Christian, Nenadić, Igor

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Facial width-to-height ratio differs by social rank across organizations, countries, and value systems von Hahn, Tim, Winter, Nils R, Anderl, Christine, Notebaert, Karolien, Wuttke, Alina Marie, Clément, Celina Chantal, Windmann, Sabine

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Editorial: Predicting Chronological Age From Structural Neuroimaging: The Predictive Analytics Competition 2019 von Fisch, Lukas, Leenings, Ramona, Winter, Nils R, Dannlowski, Udo, Gaser, Christian, Cole, James H, Hahn, Tim

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Proteomic Profiling as a Diagnostic Biomarker for Discriminating Between Bipolar and Unipolar Depression von Kittel-Schneider, Sarah, Hahn, Tim, Haenisch, Frieder, McNeill, Rhiannon, Reif, Andreas, Bahn, Sabine

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