Synthetic hEalthcare dAta goveRnanCe Hub

Informazioni relative al progetto

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ID dell’accordo di sovvenzione: 101172997

DOI

10.3030/101172997

Data della firma CE 13 Settembre 2024

Data di avvio 1 Ottobre 2024

Data di completamento 30 Settembre 2028

Finanziato da

• Health

Costo totale

€ 13 573 062,50

Contributo UE

€ 7 916 214,30

Coordinato da

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 fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

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.

Pubblicazioni

Peer reviewed articles (8)

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

Autori: 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
Pubblicato in: Scientific Reports, Numero 15, 2025, ISSN 2045-2322
Editore: 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

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

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

Autori: 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
Pubblicato in: IJC Heart & Vasculature, Numero 60, 2025, ISSN 2352-9067
Editore: Elsevier BV
DOI: 10.1016/J.IJCHA.2025.101783

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

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

Scientific Reports

Autori: 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
Pubblicato in: Scientific Reports, 2025, ISSN 2045-2322
Editore: Springer Nature
DOI: 10.1038/S41598-025-14359-4

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

Autori: 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
Pubblicato in: IJC Heart & Vasculature, Numero 60, 2026, ISSN 2352-9067
Editore: Elsevier BV
DOI: 10.1016/J.IJCHA.2025.101783

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

Autori: Garcia Recasens, Pol; Gutierrez-Torre, Alberto; Torres, Jordi; Berral-García, Josep Lluís; Carnerero-Cano, Javier; Halimi, Anisa; Fraser, Kieran
Pubblicato in: CoRR, 2025, ISSN 2640-3498
Editore: 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

Autori: 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
Pubblicato in: Biomedical Signal Processing and Control, Numero 122, 2026, ISSN 1746-8094
Editore: 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

Autori: Stefan Schoepf, Muhammad Zaid Hameed, Ambrish Rawat, Kieran Fraser, Giulio Zizzo, Giandomenico Cornacchia, Mark Purcell
Pubblicato in: arXiv, 2025, ISSN 2331-8422
Editore: Cornell University Library

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

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

Multiscale Vector-Quantized Variational Autoencoder for Endoscopic Image Synthesis

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

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

Autori: Pol G.Recasens, Alberto Gutierrez, Jordi Torres, Josep.Ll Berral, Anisa Halimi, Kieran Fraser
Pubblicato in: arXiv, 2025, ISSN 2331-8422
Editore: 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

Autori: Leire Benito-Del-Valle, Pedro A. Moreno-Sánchez, Itziar Egusquiza, Itsaso Vitoria, Artzai Picón, Cristina López-Saratxaga, Adrian Galdran
Pubblicato in: arXiv, 2025, ISSN 2331-8422
Editore: Cornell University