Federated Learning in Multi-Center, Personalized Healthcare for COPD and Comorbidities: The RE-SAMPLE Platform

Jakob Lehmann, Gesa Wimberg, Serge Autexier, Alberto Acebes, Christos Kalloniatis, Costas Lamprinoudakis, Thrasyvoulos Giannakopoulos, Andreas Menegatos, Agni Delvinioti, Giulio Pagliari, Nicoletta di Giorgi, Jarno Raid, Danae Lekka, Aristodemos Pnevmatikakis, Sofoklis Kyriazakos, Konstantina Kostopoulou, Monique Tabak

2025

Abstract

Federated learning is becoming more and more popular, also in healthcare applications. The platform, developed within a multidisciplinary consortium, is enabling privacy-preserving training of machine learning models generating predictions for patients with chronic obstructive pulmonary disease and comorbidities. Moreover, data synchronization and monitoring is made possible using the HL7 FHIR standard. The platform provides two front ends; a patient facing smartphone app and a healthcare professional facing dashboard that is used inside three different hospitals in Italy, Estonia and the Netherlands. The overall architecture and implementation into practice is shown in this paper.

Paper Citation

in Harvard Style

Lehmann J., Wimberg G., Autexier S., Acebes A., Kalloniatis C., Lamprinoudakis C., Giannakopoulos T., Menegatos A., Delvinioti A., Pagliari G., di Giorgi N., Raid J., Lekka D., Pnevmatikakis A., Kyriazakos S., Kostopoulou K. and Tabak M. (2025). Federated Learning in Multi-Center, Personalized Healthcare for COPD and Comorbidities: The RE-SAMPLE Platform. In Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: HEALTHINF; ISBN 978-989-758-731-3, SciTePress, pages 499-506. DOI: 10.5220/0013149800003911

in Bibtex Style

@conference{healthinf25,
author={Jakob Lehmann and Gesa Wimberg and Serge Autexier and Alberto Acebes and Christos Kalloniatis and Costas Lamprinoudakis and Thrasyvoulos Giannakopoulos and Andreas Menegatos and Agni Delvinioti and Giulio Pagliari and Nicoletta di Giorgi and Jarno Raid and Danae Lekka and Aristodemos Pnevmatikakis and Sofoklis Kyriazakos and Konstantina Kostopoulou and Monique Tabak},
title={Federated Learning in Multi-Center, Personalized Healthcare for COPD and Comorbidities: The RE-SAMPLE Platform},
booktitle={Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: HEALTHINF},
year={2025},
pages={499-506},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013149800003911},
isbn={978-989-758-731-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 2: HEALTHINF
TI - Federated Learning in Multi-Center, Personalized Healthcare for COPD and Comorbidities: The RE-SAMPLE Platform
SN - 978-989-758-731-3
AU - Lehmann J.
AU - Wimberg G.
AU - Autexier S.
AU - Acebes A.
AU - Kalloniatis C.
AU - Lamprinoudakis C.
AU - Giannakopoulos T.
AU - Menegatos A.
AU - Delvinioti A.
AU - Pagliari G.
AU - di Giorgi N.
AU - Raid J.
AU - Lekka D.
AU - Pnevmatikakis A.
AU - Kyriazakos S.
AU - Kostopoulou K.
AU - Tabak M.
PY - 2025
SP - 499
EP - 506
DO - 10.5220/0013149800003911
PB - SciTePress