Virtual histology of cortical thickness and shared neurobiology in 6 psychiatric disorders Y Patel, N Parker, J Shin, D Howard, L French, SI Thomopoulos, E Pozzi, ... JAMA psychiatry 78 (1), 47-63, 2021 | 125 | 2021 |
Quantifying deviations of brain structure and function in major depressive disorder across neuroimaging modalities NR Winter, R Leenings, J Ernsting, K Sarink, L Fisch, D Emden, J Blanke, ... JAMA psychiatry 79 (9), 879-888, 2022 | 78 | 2022 |
Longitudinal structural brain changes in bipolar disorder: a multicenter neuroimaging study of 1232 individuals by the ENIGMA bipolar disorder working group C Abé, CRK Ching, B Liberg, AV Lebedev, I Agartz, TN Akudjedu, M Alda, ... Biological psychiatry 91 (6), 582-592, 2022 | 48 | 2022 |
PHOTONAI—A Python API for rapid machine learning model development R Leenings, NR Winter, L Plagwitz, V Holstein, J Ernsting, K Sarink, ... Plos one 16 (7), e0254062, 2021 | 22 | 2021 |
From ‘loose fitting’to high-performance, uncertainty-aware brain-age modelling T Hahn, L Fisch, J Ernsting, NR Winter, R Leenings, K Sarink, D Emden, ... Brain 144 (3), e31-e31, 2021 | 16 | 2021 |
An uncertainty-aware, shareable, and transparent neural network architecture for brain-age modeling T Hahn, J Ernsting, NR Winter, V Holstein, R Leenings, M Beisemann, ... Science advances 8 (1), eabg9471, 2022 | 14 | 2022 |
Genetic, individual, and familial risk correlates of brain network controllability in major depressive disorder T Hahn, NR Winter, J Ernsting, M Gruber, MJ Mauritz, L Fisch, R Leenings, ... Molecular psychiatry 28 (3), 1057-1063, 2023 | 10 | 2023 |
More alike than different: Quantifying deviations of brain structure and function in major depressive disorder across neuroimaging modalities NR Winter, R Leenings, J Ernsting, K Sarink, L Fisch, D Emden, J Blanke, ... arXiv preprint arXiv:2112.10730, 2021 | 10 | 2021 |
Seizure prediction in genetic rat models of absence epilepsy: improved performance through multiple-site cortico-thalamic recordings combined with machine learning B Budde, V Maksimenko, K Sarink, T Seidenbecher, G van Luijtelaar, ... Eneuro 9 (1), 2022 | 7 | 2022 |
A network control theory approach to longitudinal symptom dynamics in major depressive disorder T Hahn, H Jamalabadi, D Emden, J Goltermann, J Ernsting, NR Winter, ... arXiv preprint arXiv:2107.10178, 2021 | 6 | 2021 |
Predicting brain-age from raw t 1-weighted magnetic resonance imaging data using 3d convolutional neural networks L Fisch, J Ernsting, NR Winter, V Holstein, R Leenings, M Beisemann, ... arXiv preprint arXiv:2103.11695, 2021 | 6 | 2021 |
A Systematic Evaluation of Machine Learning–Based Biomarkers for Major Depressive Disorder NR Winter, J Blanke, R Leenings, J Ernsting, L Fisch, K Sarink, C Barkhau, ... JAMA psychiatry, 2024 | 5 | 2024 |
Towards a network control theory of electroconvulsive therapy response T Hahn, H Jamalabadi, E Nozari, NR Winter, J Ernsting, M Gruber, ... PNAS nexus 2 (2), pgad032, 2023 | 5 | 2023 |
A systematic evaluation of machine learning-based biomarkers for major depressive disorder across modalities NR Winter, J Blanke, R Leenings, J Ernsting, L Fisch, K Sarink, C Barkhau, ... medRxiv, 2023.02. 27.23286311, 2023 | 4 | 2023 |
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks L Fisch, S Zumdick, C Barkhau, D Emden, J Ernsting, R Leenings, ... arXiv preprint arXiv:2308.07003, 2023 | 1 | 2023 |
The PHOTON Wizard--Towards Educational Machine Learning Code Generators R Leenings, NR Winter, K Sarink, J Ernsting, X Jiang, U Dannlowski, ... arXiv preprint arXiv:2002.05432, 2020 | 1 | 2020 |
Proceedings of the OHBM Brainhack 2022 S Moia, HT Wang, AS Heinsfeld, D Jarecka, YF Yang, S Heunis, ... | | 2024 |
GateNet: A novel Neural Network Architecture for Automated Flow Cytometry Gating L Fisch, MO Heming, A Schulte-Mecklenbeck, CC Gross, S Zumdick, ... arXiv preprint arXiv:2312.07316, 2023 | | 2023 |
From Group-Differences to Single-Subject Probability: Conformal Prediction-based Uncertainty Estimation for Brain-Age Modeling J Ernsting, NR Winter, R Leenings, K Sarink, CBC Barkhau, L Fisch, ... arXiv preprint arXiv:2302.05304, 2023 | | 2023 |
PHOTONAI-Graph-a Python toolbox for graph machine learning J Ernsting, VL Holstein, NR Winter, K Sarink, R Leenings, M Gruber, ... medRxiv, 2023.06. 22.23291748, 2023 | | 2023 |