Real-world-data Enabled Assessment for heaLth regulatory decision-Making

Información del proyecto

REALM

Identificador del acuerdo de subvención: 101095435

DOI

10.3030/101095435

Fecha de la firma de la CE 24 Noviembre 2022

Fecha de inicio 1 Enero 2023

Fecha de finalización 31 Diciembre 2026

Financiado con arreglo a

• Health

Coste total

€ 6 659 650,00

Aportación de la UE

€ 6 659 650,00

Coordinado por

UNIVERSITEIT MAASTRICHT
Netherlands

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Resultado final

Websites, patent fillings, videos etc. (1)

Public project website

The website will inform the public about the project’s aims, updates and results. The website will be continuously updated throughout the project’s lifetime. Links to social media will be implemented as well.

Documents, reports (2)

Authorized access agreements with European Medical Data Pools and DT

In this deliverable we aim to bridge REALM’s data infrastructure with ongoing (and completed) European projects with standardized medical data component, Digital Twins Platforms, In-Silico trial technologies and restricted access biobanks.

Data Management Plan

The DMP describes the data management life cycle for the data to be collected, processed and/or generated. As part of making research data findable, accessible, interoperable and re-usable (FAIR), the DMP will include information on:- the handling of research data during & after the end of the project- what data will be collected, processed and/or generated- which methodology & standards will be applied- whether data will be shared/made open access and how data will be curated & preserved (including after the end of the project).

Publicaciones

Peer reviewed articles (14)

Generating unseen diseases patient data using ontology enhanced generative adversarial networks

Autores: Chang Sun 0001; Michel Dumontier
Publicado en: npj Digital Medicine, 2025, ISSN 2398-6352
Editor: Springer Nature (Nature Portfolio)
DOI: 10.1038/S41746-024-01421-0

Epistemological Challenges of Artificial Intelligence Clinical Decision Support Tools in Otolaryngology: The Black Box Problem

Autores: Babu C. S., Holsinger F.C., Zuchowski L/, Ratti E., Rameau A.
Publicado en: American Academy of Otolaryngology—Head and Neck Surgery Foundation, 2023, ISSN 2644-1276
Editor: American Academy of Otolaryngology—Head and Neck Surgery Foundation
DOI: 10.1002/ohn.410

Generative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and Challenges

Autores: Mahmoud Ibrahim, Yasmina Al Khalil, Sina Amirrajab, Chang Sun, Marcel Breeuwer, Josien Pluim, Bart Elen, Gokhan Ertaylan, Michel Dumontier
Publicado en: arXiv, 2024, ISSN 2644-1276
Editor: arXiv
DOI: 10.48550/arXiv.2407.00116

Using Generative Artificial Intelligence in the Production and Dissemination of Innovation in Otolaryngology—Ethical Considerations

Autores: Carolyn Jane Khoury BA, Necati Enver MD, FEBORL-HNS, Alberto Paderno MD, PhD, Emanuele Ratti PhD, Anaïs Rameau MD, MPhil, MS FACS
Publicado en: American Academy of Otolaryngology—Head and Neck Surgery Foundation, 2023, ISSN 2644-1276
Editor: American Academy of Otolaryngology—Head and Neck Surgery Foundation
DOI: 10.1002/ohn.601

Science and values: a two-way direction

Autores: Emanuele Ratti, Federica Russo
Publicado en: European Journal for Philosophy of Science, 2024, ISSN 2644-1276
Editor: Springer
DOI: 10.1007/s13194-024-00567-8

Generative AI for synthetic data across multiple medical modalities: A systematic review of recent developments and challenges

Autores: Mahmoud K. Ibrahim; Yasmina Al Khalil; Sina Amirrajab; Chang Sun 0001; Marcel Breeuwer; Josien P. W. Pluim; Bart Elen; Gökhan Ertaylan; Michel Dumontier
Publicado en: Computers in Biology and Medicine, 2025, ISSN 1879-0534
Editor: Elsevier
DOI: 10.48550/ARXIV.2407.00116

Tight Glycemic Control Can Be Achieved in Adult ICU Patients Safely: Results From a 5-Year Single-Center Observational Study Using the STAR Glycemic Control Framework

Autores: Marie Seret, Vincent Uyttendaele, J. Geoffrey Chase, Geoffrey M Shaw, Thomas Desaive
Publicado en: Journal of Diabetes Science and Technology, ISSN 1932-2976
Editor: Sage
DOI: 10.1177/193229682514128

What Do We Teach to Engineering Students: Embedded Ethics, Morality, and Politics

Autores: Avigail Ferdman & Emanuele Ratti
Publicado en: Science and Engineering Ethics, 2024, ISSN 2644-1276
Editor: Springer
DOI: 10.1007/s11948-024-00469-1

Introducing DEFORMISE: A deep learning framework for dementia diagnosis in the elderly using optimized MRI slice selection

Autores: Nikolaos Ntampakis, Konstantinos Diamantaras, Ioanna Chouvarda, Vasileios Argyriou, Panagiotis Sarigiannidis
Publicado en: Biomedical Signal Processing and Control, Edición 113, 2025, ISSN 1746-8094
Editor: Elsevier BV
DOI: 10.1016/J.BSPC.2025.109151

Introducing SPINE: A Holistic Approach to Synthetic Pulmonary Imaging Evaluation through End-to-End Data and Model Management

Autores: Nikolaos Ntampakis, Vasileios Argyriou, Konstantinos Diamantaras, Konstantinos Goulianas, Panagiotis Sarigiannidis, Ilias Siniosoglou
Publicado en: IEEE Open Journal of Engineering in Medicine and Biology, 2024, ISSN 2644-1276
Editor: IEEE
DOI: 10.1109/OJEMB.2024.3426910

Generative AI for synthetic data across multiple medical modalities: A systematic review of recent developments and challenges

Autores: Mahmoud Ibrahim, Yasmina Al Khalil, Sina Amirrajab, Chang Sun, Marcel Breeuwer, Josien Pluim, Bart Elen, Gökhan Ertaylan, Michel Dumontier
Publicado en: Computers in Biology and Medicine, Edición 189, 2026, ISSN 0010-4825
Editor: Elsevier BV
DOI: 10.1016/J.COMPBIOMED.2025.109834

BMC Medical Ethics

Autores: Ratti, E; Morrison, M; Jakab, I
Publicado en: BMC Medical Ethics, 2025, ISSN 1472-6939
Editor: BioMed Central
DOI: 10.1186/S12910-025-01198-1

User acceptability of blockchain technology for enabling electronic health record exchange

Autores: Lilly Marie Baltruschat, Vikas Jaiman, Visara Urovi
Publicado en: Journal of Systems and Information Technology, Edición 25, 2025, ISSN 1328-7265
Editor: Emerald
DOI: 10.1108/JSIT-09-2022-0225

Deep Learning of Multimodal Ultrasound: Stratifying the Response to Neoadjuvant Chemotherapy in Breast Cancer Before Treatment

Autores: Jionghui Gu, Xian Zhong, Chengyu Fang, Wenjing Lou, Peifen Fu, Henry C Woodruff, Baohua Wang, Tianan Jiang, Philippe Lambin
Publicado en: The Oncologist, Edición 29, 2024, ISSN 1083-7159
Editor: Oxford University Press (OUP)
DOI: 10.1093/ONCOLO/OYAD227

Other (5)

RAG-Enhanced LLM Pipeline for Semantic Mapping of Context-based Features to OMOP Vocabulary

Autores: Kakkamani, S., JUNG, F., Verbiest, J., & PEETERS, L.
Publicado en: European OHDSI Symposium 2025
Editor: OHDSI Europe
DOI: 10.5281/ZENODO.18789039

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 Trial

Autores: Xian 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 Lambin
Publicado en: CoRR, 2024
Editor: arXiv (Cornell University Library)
DOI: 10.48550/ARXIV.2408.03771

Enhancing transparency in AI for healthcare with OMOP Model Card reporting

Autores: JUNG, F., Lohachab, A., Madureira Sanches Ribeiro, G., Rommes, S., Urovi, V., Sun, C., & Ertaylan, G.
Publicado en: European OHDSI Symposium 2025
Editor: OHDSI Europe
DOI: 10.5281/ZENODO.18788825

RIANA Dashboard: A Blockchain-Enabled Approach for Representing AI Model Intent in OMOP with Atlas-Like Functionality

Autores: JUNG, F., Madureira Sanches Ribeiro, G., Lohachab, A., Rommes, S., Urovi, V., Sun, C., Ertaylan, G., & Attipoe, A.
Publicado en: European OHDSI Symposium 2025
Editor: OHDSI Europe
DOI: 10.5281/ZENODO.18788892

REALM – innovative solutions for the creation and evaluation of AI medical device software

Autores: JUNG, F., Sun, C., Ibrahim, M., & Ertaylan, G.
Publicado en: European OHDSI Symposium 2024 , Rotterdam
Editor: OHDSI Europe
DOI: 10.5281/ZENODO.18788473

Book chapters (3)

Enhancing Performance for Highly Imbalanced Medical Data via Data Regularization in a Federated Learning Setting

Autores: Georgios Tsoumplekas; Ilias Siniosoglou; Vasileios Argyriou; Ioannis D. Moscholios; Panagiotis G. Sarigiannidis
Publicado en: Lecture Notes in Computer Science ISBN: 9783031672842, 2024
Editor: Springer Nature (Springer)
DOI: 10.48550/ARXIV.2405.20430

A Blockchain-Based Approach for Model Card Accountability and Regulatory Compliance

Autores: Ankur Lohachab, Visara Urovi
Publicado en: Lecture Notes in Business Information Processing, Advanced Information Systems Engineering Workshops, 2024
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-61003-5_4

Optimizing Melanoma Prognosis Through Synergistic Preprocessing and Deep Learning Architecture for Dermoscopic Thickness Prediction

Autores: Nikolaos Ntampakis, Konstantinos Diamantaras, Konstantinos Goulianas, Ioanna Chouvarda, Vasileios Argyriou, Panagiotis Sarigiannidis
Publicado en: Lecture Notes in Computer Science, Medical Image Understanding and Analysis, 2024
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-66958-3_24

Conference proceedings (4)

AI Deployment in Medical Devices-Ethical and Regulaltory Reflections, Beyond Data Protection and Bias – EU perspective

Autores: Tomasz Braun, Dominika Ewa Harasimiuk
Publicado en: 2023 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB), 2023
Editor: IEEE
DOI: 10.1109/CIBCB56990.2023.10264892

Open research datasets harmonized to the OMOP CDM can be used to evaluate COPD AI models

Autores: JUNG, F., Sakkalis, V., Sun, C., Ibrahim, M., & Ertaylan, G.
Publicado en: European OHDSI Symposium 2024, Rotterdam
Editor: OHDSI Europe
DOI: 10.5281/ZENODO.18783801

Enhancing Performance for Highly Imbalanced Medical Data via Data Regularization in a Federated Learning Setting

Autores: Georgios Tsoumplekas, Ilias Siniosoglou, Vasileios Argyriou, Ioannis D. Moscholios, Panagiotis Sarigiannidis
Publicado en: Lecture Notes in Computer Science, Artificial Intelligence in Healthcare, 2024
Editor: Springer Nature Switzerland
DOI: 10.1007/978-3-031-67285-9_22

Predicting the Onset of Dementia in Initially Healthy Individuals Using Demographic and Clinical Data

Autores: Nikolaos Ntampakis, Konstantinos Diamantaras, Konstantinos Goulianas, Ioanna Chouvarda
Publicado en: 2023 IEEE 23rd International Conference on Bioinformatics and Bioengineering (BIBE), 2024
Editor: IEEE
DOI: 10.1109/BIBE60311.2023.00066