Publications
2026
- SMART: structured, meaningful, auditable, responsible, and transparent documentation for clinical AIAnkur Lohachab, PhD , Frédéric Jung, MSc , Stef Rommes, MSc , Gökhan Ertaylan, PhD , Anshu Ankolekar, PhD , Visara Urovi, PhDdoi: https://doi.org/10.1093/jamia/ocag117
- Toward the Use of Real-World Data for Regulatory and HTA Decision-Making: Experiences and Recommendations from Six EU-Funded ProjectsMartin Russek, Jonas Peltner, Kerstin Pfeifer, Theodoros N. Arvanitis, Dirk De Valck, Sieta T. de Vries, Michel Dumontier, Vera Ehrenstein, Omaima El Hakouni, Gregory Epiphaniou, Gokhan Ertaylan, Joana Fernandes, Scott Hansen, Stuart Harrison, Erzsébet Horváth-Puhó, Saif Ul Islam, Pekka Kahri, Julia K. Mader, Carsten Maple, Nikolaos Matragkas, Shivani Misra, Peter G.M. Mol, Anne Paakinaho, Sami Pakarinen, Martina Radanović, Evy Reviers, Kathrine Kold Sørensen, Marco Spruit, Christina Tikka, Anna-Maija Tolppanen, Christian Torp-Pedersen, Mirna Vela, Thuan Vo, Puriya Daniel Würtz Yazdanfard, Britta Haenischdoi: https://doi.org/10.1002/cpt.70502
2025
- Introducing DEFORMISE: A deep learning framework for dementia diagnosis in the elderly using optimized MRI slice selectionNikolaos Ntampakis, Konstantinos Diamantaras, Ioanna Chouvarda, Vasileios Argyriou, Panagiotis Sarigiannidisdoi: https://doi.org/10.1016/j.bspc.2025.109151
- Ethical and social considerations of applyingartificial intelligence in healthcare—a two-pronged scoping reviewEmanuele Ratti, Michael Morrison, Ivett Jakabdoi: https://doi.org/10.1186/s12910-025-01198-1
- Generative AI for synthetic data across multiple medical modalities: A systematic review of recent developments and challengesMahmoud Ibrahim, Yasmina Al Khalil, Sina Amirrajab, Chang Sun, Marcel Breeuwer, Josien Pluim, Bart Elen, Gökhan Ertaylan, Michel Dumontierdoi: https://doi.org/10.1016/j.compbiomed.2025.109834
- Generating unseen diseases patient data using ontology enhanced generative adversarial networksChang Sun, Michel Dumontierdoi: https://doi.org/10.1038/s41746-024-01421-0
2024
- Optimizing Melanoma Prognosis Through Synergistic Preprocessing and Deep Learning Architecture for Dermoscopic Thickness PredictionNikolaos Ntampakis, Konstantinos Diamantaras, Konstantinos Goulianas, Ioanna Chouvarda, Vasileios Argyriou, Panagiotis Sarigiannidisdoi: https://doi.org/10.1007/978-3-031-66958-3_24
- Methodological Explainability Evaluation of an Interpretable Deep Learning Model for Post-Hepatectomy Liver Failure Prediction Incorporating Counterfactual Explanations and Layerwise Relevance Propagation: A Prospective In Silico TrialXian Zhong, Zohaib Salahuddin, Yi Chen, Henry C Woodruff, Haiyi Long, Jianyun Peng, Nuwan Udawatte, Roberto Casale, Ayoub Mokhtari, Xiaoer Zhang, Jiayao Huang, Qingyu Wu, Li Tan, Lili Chen, Dongming Li, Xiaoyan Xie, Manxia Lin, Philippe Lambindoi: arXiv:2408.03771
- Introducing SPINE: A Holistic Approach to Synthetic Pulmonary Imaging Evaluation through End-to-End Data and Model ManagementNikolaos Ntampakis, Vasileios Argyriou, Konstantinos Diamantaras, Konstantinos Goulianas, Panagiotis Sarigiannidis, Ilias Siniosogloudoi: 10.1109/OJEMB.2024.3426910
- Enhancing Performance for Highly Imbalanced Medical Data via Data Regularization in a Federated Learning SettingGeorgios Tsoumplekas, Ilias Siniosoglou, Vasileios Argyriou, Ioannis D. Moscholios, Panagiotis Sarigiannidisdoi: https://doi.org/10.48550/arXiv.2405.20430
- Generative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and ChallengesMahmoud Ibrahim, Yasmina Al Khalil, Sina Amirrajab, Chang Sun, Marcel Breeuwer, Josien Pluim, Bart Elen, Gokhan Ertaylan, Michel Dumontierdoi: https://doi.org/10.48550/arXiv.2407.00116
- A Blockchain-Based Approach for Model Card Accountability and Regulatory ComplianceVisara Urovi; Ankur Lohachabdoi: https://doi.org/10.1007/978-3-031-61003-5_4
2023
- Predicting the Onset of Dementia in Initially Healthy Individuals Using Demographic and Clinical DataNikolaos Ntampakis; Konstantinos Diamantaras; Konstantinos Goulianas; Ioanna Chouvardadoi: 10.1109/BIBE60311.2023.00066
- AI Deployment in Medical Devices-Ethical and Regulaltory Reflections, Beyond Data Protection and Bias – EU perspectiveTomasz Braun; Dominika Ewa Harasimiukdoi: 10.1109/CIBCB56990.2023.10264892
- Deep Learning of Multimodal Ultrasound: Stratifying the Response to Neoadjuvant Chemotherapy in Breast Cancer Before TreatmentJionghui Gu, Xian Zhong, Chengyu Fang, Wenjing Lou, Peifen Fu, Henry C Woodruff, Baohua Wang, Tianan Jiang, Philippe Lambindoi: https://doi.org/10.1093/oncolo/oyad227
- User acceptability of blockchain technology for enabling electronic health record exchangeLilly Marie Baltruschat, Vikas Jaiman, Visara Urovidoi: https://doi.org/10.1108/JSIT-09-2022-0225