Papers matching “heterogeneous clinical data” 20
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Computational Simulation of Virtual Patients Reduces Dataset Bias and Improves Machine Learning-Based Detection of ARDS from Noisy Heterogeneous ICU Datasets2023 IEEE Open Journal of Engineering in Medicine and Biology article Computer Science Machine Learning in Healthcare Open access
Konstantin Sharafutdinov, Sebastian Johannes Fritsch, Pejman Farhadi Ghalati, Sina Saffaran, Declan G. Bates, Jonathan G. Hardman, +5 more
12citations -
Rheumatic Digital Twin: Proposed Machine Learning–Based Multimodal Framework to Inform Clinical Decision-Making2026 Journal of Medical Internet Research article Computer Science Machine Learning in Healthcare Open access
Daniyal Selani, Rachel Knevel, Marcel J. T. Reinders, Erik B. van den Akker
0citations -
Swarm Learning for decentralized and confidential clinical machine learning2021 Nature article Computer Science Privacy-Preserving Technologies in Data Open access cited by 9 patents
Stefanie Warnat‐Herresthal, Hartmut Schultze, Krishnaprasad Lingadahalli Shastry, Sathyanarayanan Manamohan, Saikat Mukherjee, Vishesh Garg, +91 more
901citations -
Application of convex hull analysis for the evaluation of data heterogeneity between patient populations of different origin and implications of hospital bias in downstream machine-learning-based data processing: A comparison of 4 critical-care patient datasets
Konstantin Sharafutdinov, Jayesh Sudhir Bhat, Sebastian Johannes Fritsch, Kateryna Nikulina, Moein E. Samadi, Richard Polzin, +4 more
12citations -
Applying the FAIR principles to data in a hospital: challenges and opportunities in a pandemic2022 Journal of Biomedical Semantics article Computer Science Research Data Management Practices Open access
Núria Queralt-Rosiñach, Rajaram Kaliyaperumal, César H. Bernabé, Qinqin Long, Simone A. Joosten, Erik L.A. Flikkenschild, +3 more
67citations -
Technical and clinical validation of a novel deep learning-based white matter hyperintensity segmentation tool2025 Cerebral Circulation - Cognition and Behavior article Computer Science Medical Image Segmentation Techniques Open access
Benno G. Gesierich, Lukas Pirpamer, Dominik Meier, Michael Amann, Minne N. Cerfontaine, Frank‐Erik de Leeuw, +8 more
7citations -
Decentralized Distributed Multi-institutional PET Image Segmentation Using a Federated Deep Learning Framework2022 Clinical Nuclear Medicine article Computer Science Medical Image Segmentation Techniques Open access
Isaac Shiri, Alireza Vafaei Sadr, Mehdi Amini, Yazdan Salimi, Amirhossein Sanaat, Azadeh Akhavanallaf, +9 more
53citations -
Multi-institutional PET/CT image segmentation using federated deep transformer learning2023 Computer Methods and Programs in Biomedicine article Computer Science Privacy-Preserving Technologies in Data Open access cited by 1 patent
Isaac Shiri, Behrooz Razeghi, Alireza Vafaei Sadr, Mehdi Amini, Yazdan Salimi, Sohrab Ferdowsi, +4 more
32citations -
Differential privacy for medical deep learning: methods, tradeoffs, and deployment implications2026 npj Digital Medicine article Computer Science Privacy-Preserving Technologies in Data Open access
Mohsen Vejdanihemmat, Mahshad Lotfinia, Mirabela Rusu, Daniel Truhn, Andreas Maier, Soroosh Tayebi Arasteh
29citations -
Temporally coherent cardiac motion tracking from cine MRI: Traditional registration method and modern CNN method2020 Medical Physics article Computer Science Medical Image Segmentation Techniques Open access cited by 1 patent
Mengyun Qiao, Yuanyuan Wang, Yi Guo, Lu Huang, Liming Xia, Qian Tao
23citations
20 results