Learning Medical Risk Scores for Pediatric Appendicitis. - Pedro Roig Aparicio; Ricards Marcinkevics; Patricia Reis Wolfertstetter; Sven Wellmann; Christian Knorr; Julia E. Vogt (ICMLA, 2021)

Deep Conditional Gaussian Mixture Model for Constrained Clustering. - Laura Manduchi; Kieran Chin-Cheong; Holger Michel; Sven Wellmann; Julia E. Vogt (NeurIPS, 2021)

Interpretable Prediction of Pulmonary Hypertension in Newborns Using Echocardiograms. - Hanna Ragnarsdóttir; Laura Manduchi; Holger Michel; Fabian Laumer; Sven Wellmann; Ece Ozkan; Julia E. Vogt (GCPR, 2022)

Anomaly Detection in Echocardiograms with Dynamic Variational Trajectory Models. - Alain Ryser; Laura Manduchi; Fabian Laumer; Holger Michel; Sven Wellmann; Julia E. Vogt (MLHC, 2022)

Interpretable Anomaly Detection in Echocardiograms with Dynamic Variational Trajectory Models. - Alain Ryser; Laura Manduchi; Fabian Laumer; Holger Michel; Sven Wellmann; Julia E. Vogt (CoRR, 2022)

Automatic Classification of General Movements in Newborns. - Daphné Chopard; Sonia Laguna; Kieran Chin-Cheong; Annika Dietz; Anna Badura; Sven Wellmann; Julia E. Vogt (CoRR, 2024)

Interpretable and intervenable ultrasonography-based machine learning models for pediatric appendicitis. - Ricards Marcinkevics; Patricia Reis Wolfertstetter; Ugne Klimiene; Kieran Chin-Cheong; Alyssia Paschke; Julia Zerres; Markus Denzinger; David Niederberger; Sven Wellmann; Ece Ozkan; Christian Knorr; Julia E. Vogt (Medical Image Anal., 2024)

Deep Learning Based Prediction of Pulmonary Hypertension in Newborns Using Echocardiograms. - Hanna Ragnarsdóttir; Ece Ozkan; Holger Michel; Kieran Chin-Cheong; Laura Manduchi; Sven Wellmann; Julia E. Vogt (Int. J. Comput. Vis., 2024)

Assessing accuracy of BiliPredics algorithm in predicting individual bilirubin progression in neonates - results from a prospective multi-center study. - Britta Steffens; Gilbert Koch; Corinna Engel; Axel R. Franz; Marc Pfister; Sven Wellmann (Frontiers Digit. Health, 2025)

Predicting Pulmonary Hypertension in Newborns: A Multi-view VAE Approach. - Lucas Erlacher; Samuel Ruipérez-Campillo; Holger Michel; Sven Wellmann; Thomas M. Sutter; Ece Ozkan; Julia E. Vogt (CoRR, 2025)