Synthetic hEalthcare dAta goveRnanCe Hub

Project Information

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Grant agreement ID: 101172997

DOI

10.3030/101172997

EC signature date 13 September 2024

Start date 1 October 2024

End date 30 September 2028

Funded under

• Health

Total cost

€ 13 573 062,50

EU contribution

€ 7 916 214,30

Coordinated by

THE PROVOST, FELLOWS, FOUNDATION SCHOLARS & THE OTHER MEMBERS OF BOARD, OF THE COLLEGE OF THE HOLY & UNDIVIDED TRINITY OF QUEEN ELIZABETH NEAR DUBLIN
Ireland

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Documents, reports (7)

Data Requirements and Interoperability Specifications v1

Initial report on data requirements and interoperability specifications.Input to KER1

Dissemination, Standardization & Joint Activities Report v1

Report on the outcomes of T6.1, T6.2, T6.3 and T6.4.

Regulatory Alignment Framework v1

The regulatory/HTA requirements.

Dissemination, Exploitation and Communication Plan

Initial DEC planning

User and Technical Requirements Analysis v1

Interim version of the user and technical requirements definition and analysis.

Data Requirements and Interoperability Specifications v2

Final report on data requirements and interoperability specifications.Input to KER1

User and Technical Requirements Analysis v2

Final version of the user and technical requirements definition and analysis.

Other (1)

Dataset Mapping and Data Usability Procedures v1

Definition of the synthetics datasets for the federated data network.

Publications

Peer reviewed articles (8)

Clinical evaluation of medical image synthesis: a case study in wireless capsule endoscopy

Author(s): Panagiota Gatoula, Dimitrios E. Diamantis, Anastasios Koulaouzidis, Cristina Carretero, Stefania Chetcuti-Zammit, Pablo Cortegoso Valdivia, Begoña González-Suárez, Alessandro Mussetto, John Plevris, Alexander Robertson, Bruno Rosa, Ervin Toth, Dimitris K. Iakovidis
Published in: Scientific Reports, Issue 15, 2025, ISSN 2045-2322
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/S41598-025-14359-4

Verifiability and Privacy in Federated Learning through Context-Hiding Multi-Key Homomorphic Authenticators

Author(s): Simone Bottoni; Giulio Zizzo; Stefano Braghin; Alberto Trombetta
Published in: Proceedings of the IEEE/ACM 12th International Conference on Big Data Computing, Applications and Technologies, 2025, ISSN 2836-8606
Publisher: Association for Computing Machinery
DOI: 10.1145/3773276.3775246

Evaluating artificial intelligence-enabled medical tests in cardiology: Best practice

Author(s): Jonas L. Isaksen, Malene Nørregaard, Martin Manninger, Dobromir Dobrev, Thomas Jespersen, Ben Hermans, Jordi Heijman, Gernot Plank, Daniel Scherr, Thomas Pock, Vajira Thambawita, Michael A. Riegler, Jørgen K. Kanters, Dominik Linz
Published in: IJC Heart & Vasculature, Issue 60, 2025, ISSN 2352-9067
Publisher: Elsevier BV
DOI: 10.1016/J.IJCHA.2025.101783

MAD-MAX: Modular And Diverse Malicious Attack MiXtures for Automated LLM Red Teaming

Author(s): Schoepf, Stefan; Hameed, Muhammad Zaid; Rawat, Ambrish; Fraser, Kieran; Zizzo, Giulio; Cornacchia, Giandomenico; Purcell, Mark
Published in: CoRR, 2025, ISSN 2640-3498
Publisher: International Conference on Machine Learning
DOI: 10.5281/ZENODO.18631070

Scientific Reports

Author(s): Panagiota Gatoula; Dimitrios E. Diamantis; Anastasios Koulaouzidis; Cristina Carretero; Stefania Chetcuti-Zammit; Pablo Cortegoso Valdivia; Begoña González-Suárez; Alessandro Mussetto; John Plevris; Alexander Robertson; Bruno Rosa; Ervin Toth; Dimitris K. Iakovidis
Published in: Scientific Reports, 2025, ISSN 2045-2322
Publisher: Springer Nature
DOI: 10.1038/S41598-025-14359-4

Evaluating artificial intelligence-enabled medical tests in cardiology: Best practice

Author(s): Jonas L. Isaksen, Malene Nørregaard, Martin Manninger, Dobromir Dobrev, Thomas Jespersen, Ben Hermans, Jordi Heijman, Gernot Plank, Daniel Scherr, Thomas Pock, Vajira Thambawita, Michael A. Riegler, Jørgen K. Kanters, Dominik Linz
Published in: IJC Heart & Vasculature, Issue 60, 2026, ISSN 2352-9067
Publisher: Elsevier BV
DOI: 10.1016/J.IJCHA.2025.101783

In-Context Bias Propagation in LLM-Based Tabular Data Generation

Author(s): Garcia Recasens, Pol; Gutierrez-Torre, Alberto; Torres, Jordi; Berral-García, Josep Lluís; Carnerero-Cano, Javier; Halimi, Anisa; Fraser, Kieran
Published in: CoRR, 2025, ISSN 2640-3498
Publisher: International Conference on Machine Learning (ICML 2025)
DOI: 10.5281/ZENODO.18630700

Pooling cohorts for deep learning analysis: a potential source of bias for electrocardiogram analysis

Author(s): Marie Mørch-Pedersen, Malene Nørregaard, Claus Graff, Oliver B. Vad, Pia R. Lundegaard, Jesper Hastrup Svendsen, Torben Hansen, Allan Linneberg, Peter G. Jørgensen, Magnus T. Jensen, Peter Rossing, Christina Ellervik, Dominik Linz, Vajira Thambawita, Mary M. Maleckar, Michael A. Riegler, Jørgen K. Kanters, Jonas L. Isaksen
Published in: Biomedical Signal Processing and Control, Issue 122, 2026, ISSN 1746-8094
Publisher: Elsevier BV
DOI: 10.1016/J.BSPC.2026.110424

Conference proceedings (5)

MAD-MAX: Modular And Diverse Malicious Attack MiXtures for Automated LLM Red Teaming

Author(s): Stefan Schoepf, Muhammad Zaid Hameed, Ambrish Rawat, Kieran Fraser, Giulio Zizzo, Giandomenico Cornacchia, Mark Purcell
Published in: arXiv, 2025, ISSN 2331-8422
Publisher: Cornell University Library

Leveraging Unlabeled Scans for NCCT Image Segmentation in Early Stroke Diagnosis: A Semi-Supervised GAN Approach

Author(s): Maria Thoma, Michalis A. Savelonas, Dimitris K. Iakovidis
Published in: 2025 IEEE 25th International Conference on Bioinformatics and Bioengineering (BIBE), 2025
Publisher: IEEE
DOI: 10.5281/ZENODO.18615043

Multiscale Vector-Quantized Variational Autoencoder for Endoscopic Image Synthesis

Author(s): Dimitrios E. Diamantis, Dimitris K. Iakovidis
Published in: IEEE International Conference on Imaging Systems and Techniques (IST 2025), Strasburg, France, 2025
Publisher: IEEE
DOI: 10.5281/ZENODO.18614982

In-Context Bias Propagation in LLM-Based Tabular Data Generation

Author(s): Pol G.Recasens, Alberto Gutierrez, Jordi Torres, Josep.Ll Berral, Anisa Halimi, Kieran Fraser
Published in: arXiv, 2025, ISSN 2331-8422
Publisher: Cornell University
DOI: 10.48550/ARXIV.2506.09630

Is synthetic image augmentation useful for imbalanced classification problems? Case-study on the MIDOG2025 atypical cell detection competition

Author(s): Leire Benito-Del-Valle, Pedro A. Moreno-Sánchez, Itziar Egusquiza, Itsaso Vitoria, Artzai Picón, Cristina López-Saratxaga, Adrian Galdran
Published in: arXiv, 2025, ISSN 2331-8422
Publisher: Cornell University