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Publications
18 peer reviewed papers, conference contributions and the doctoral thesis, newest first. This page is generated from the bibliography file, so it and my reference manager can never drift apart.
01Full list
Every paper, newest first
2025
Personalized federated learning for predicting disability progression in multiple sclerosis using real-world routine clinical dataSelectednpj 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 studySelectedFederated Learning
JMIR Formative Research 8 e55496. Pirmani, Oldenhof, Peeters, De Brouwer, Moreau
Federated Block-Term Tensor Regression for decentralised data analysis in healthcareFederated Learning
arXiv preprint arXiv:2412.06815. Faes, Pirmani, Moreau, Peeters
From Centralized to Federated: The Journey of Data in HealthcarePhD Dissertation
Pirmani, Moreau, Peeters, Hellings
Transforming Multiple Sclerosis Research: Advancing Disability Progression Insights through Practical and Precise Federated Learning using Real-World DataFederated Learning
SAGE PUBLICATIONS LTD. Pirmani, De Brouwer, Oldenhof, Passemiers, Van Wijmeersch, Butzkueven, et al.
Unlocking the Power of Real-World Data: A Framework for Sustainable Healthcare.Real 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 ResearchSelectedGlobal Data Sharing Initiative
JMIR Medical Informatics 11(1) e48030. Pirmani, De Brouwer, Geys, Parciak, Moreau, Peeters, et al.
2022
2233 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 MSGlobal Data Sharing Initiative
BMJ Specialist Journals. Simpson-Yap, Pirmani, Kalincik, De Brouwer, Geys, Parciak, et al.
Augmenting THerapeutic Effectiveness Through Novel Analytics (ATHENA)-A Public and Private Partnership Project Funded by the Flemish Government (VLAIO)Federated 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-$$Global 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 and other risk factors associated with COVID-19 severitySelectedGlobal Data Sharing Initiative
Neurology: Neuroimmunology & Neuroinflammation 9(6) e200021. Simpson-Yap, Pirmani, Kalincik, De Brouwer, Geys, Parciak, et al.
2021
1298Associations of DMT therapies with COVID-19 severity in multiple sclerosis.Global 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 sclerosisSelectedGlobal 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 researchMultiple 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 sourcesMultiple 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 outcomesGlobal Data Sharing Initiative
Simpson-Yap, Helme, Rijke, Kalincik, Hillert, Moreau, et al.
2020
COVID-19 in people with multiple sclerosis: a global data sharing initiativeGlobal 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 outcomesGlobal Data Sharing Initiative
Multiple Sclerosis Journal 26(3\_SUPPL) 48-49. Simpson-Yap, Kalincik, Rijke, Hillert, Walton, Edan, et al.