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Publications
Newest first. Every entry says what it is: a journal paper, a conference abstract, a chapter, a preprint or the thesis. Counting them together would flatter the list, so the page does not. Generated from the bibliography file, so adding a paper there adds it here.
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Everything, newest first
2026
Development and Design of FLKit: A Structured Onboarding Toolkit for Federated Learning in Health and Life SciencesPreprintSelectedFLkit
arXiv preprint arXiv:2606.23500. Pirmani, Vermeulen, Vinterhalter, Geys, Faes, Ali, et al.
2025
FLoRank: adaptive structured personalisation for federated prediction of disability progression in multiple sclerosisConferenceSelectedFLoRank
ECTRIMS 2025, Multiple Sclerosis Journal 31(3 suppl) 491-492. Pirmani, Moreau, Peeters
Personalized federated learning for predicting disability progression in multiple sclerosis using real-world routine clinical dataJournalSelectednpj Digital Medicine
npj Digital Medicine 8(478). Pirmani, De Brouwer, Arany, Oldenhof, Passemiers, Faes, et al.
2024
Accessible ecosystem for clinical research (federated learning for everyone): development and usability studyJournalSelectedFederated Learning
JMIR Formative Research 8 e55496. Pirmani, Oldenhof, Peeters, De Brouwer, Moreau
Federated Block-Term Tensor Regression for decentralised data analysis in healthcarePreprintFederated Learning
arXiv preprint arXiv:2412.06815. Faes, Pirmani, Moreau, Peeters
From Centralized to Federated: The Journey of Data in HealthcareThesisPhD Dissertation
Pirmani, Moreau, Peeters, Hellings
Transforming Multiple Sclerosis Research: Advancing Disability Progression Insights through Practical and Precise Federated Learning using Real-World DataAbstractFederated Learning
Pirmani, De Brouwer, Oldenhof, Passemiers, Van Wijmeersch, Butzkueven, et al.
Unlocking the Power of Real-World Data: A Framework for Sustainable HealthcareJournalReal World Data
Studies in Health Technology and Informatics 316 1582-1583
2023
The Journey of Data Within a Global Data Sharing Initiative: A Federated 3-Layer Data Analysis Pipeline to Scale Up Multiple Sclerosis ResearchJournalSelectedGlobal Data Sharing Initiative
JMIR Medical Informatics 11(1) e48030. Pirmani, De Brouwer, Geys, Parciak, Moreau, Peeters
2022
Augmenting THerapeutic Effectiveness Through Novel Analytics (ATHENA)-A Public and Private Partnership Project Funded by the Flemish Government (VLAIO)ChapterFederated Learning
Challenges of Trustable AI and Added-Value on Health 829-833. Petsophonsakul, Pirmani, De Brouwer, Akand, Botermans, Van Der Aa, et al.
Severity of COVID19 infection among patients with multiple sclerosis treated with interferon-betaJournalGlobal Data Sharing Initiative
Multiple Sclerosis and Related Disorders 66 104072. Simpson-Yap, Pirmani, De Brouwer, Peeters, Geys, Parciak, et al.
Updated results of the COVID-19 in MS global data sharing initiative: anti-CD20 DMTs deleterious for COVID-19 severity but interferons not protective among people with MSAbstractGlobal Data Sharing Initiative
Simpson-Yap, Pirmani, Kalincik, De Brouwer, Geys, Parciak, et al.
Updated results of the COVID-19 in MS global data sharing initiative: anti-CD20 and other risk factors associated with COVID-19 severityJournalSelectedGlobal Data Sharing Initiative
Neurology: Neuroimmunology & Neuroinflammation 9(6) e200021. Simpson-Yap, Pirmani, Kalincik, De Brouwer, Geys, Parciak, et al.
2021
Associations of DMT therapies with COVID-19 severity in multiple sclerosisJournalGlobal Data Sharing Initiative
International Journal of Epidemiology 50. Simpson-Yap, Brouwer, Kalincik, Rijke, Hillert, Walton, et al.
Associations of disease-modifying therapies with COVID-19 severity in multiple sclerosisJournalSelectedGlobal Data Sharing Initiative
Neurology 97(19) e1870-e1885. Simpson-Yap, De Brouwer, Kalincik, Rijke, Hillert, Walton, et al.
Multiple Sclerosis Data Alliance-A global multi-stakeholder collaboration to scale-up real world data researchJournalMultiple Sclerosis Data Alliance
Multiple Sclerosis and Related Disorders 47 102634. Peeters, Parciak, Kalra, Moreau, Kasilingam, Van Galen, et al.
The Multiple Sclerosis Data Alliance Catalogue: enabling web-based discovery of metadata from real-world multiple sclerosis data sourcesJournalMultiple Sclerosis Data Alliance
International journal of MS care 23(6) 261-268. Geys, Parciak, Pirmani, McBurney, Schmidt, Malbasa, et al.
Updated results of the COVID-19 in MS global data sharing initiative validate consistent associations of anti-CD20 and other reported risk factors with severe COVID-19 outcomesAbstractGlobal Data Sharing Initiative
Simpson-Yap, Helme, Rijke, Kalincik, Hillert, Moreau, et al.
2020
COVID-19 in people with multiple sclerosis: a global data sharing initiativeJournalGlobal Data Sharing Initiative
Multiple Sclerosis Journal 26(10) 1157-1162. Peeters, Parciak, Walton, Geys, Moreau, De Brouwer, et al.
First results of the COVID-19 in MS Global Data Sharing Initiative suggest anti-CD20 DMTs are associated with worse COVID-19 outcomesJournalGlobal Data Sharing Initiative
Multiple Sclerosis Journal 26(3 SUPPL) 48-49. Simpson-Yap, Kalincik, Rijke, Hillert, Walton, Edan, et al.