What it produced
39 pages, 11 ways in
Four life cycle stages and seven worked project stories.
Visit FLkit. Pirmani, Vermeulen et al., arXiv 2606.23500, 2026.
Why teams stop before they start
A team that has never run a study like this cannot tell which piece it needs first: the clinician does not know which legal template matters, and the engineer does not know what an ethics board will ask.
How the guide is organized
We ordered the material the way the decisions actually happen.
ELIXIR. The European network for life science data.
The format comes from the ELIXIR research data management kit, which many research teams already know.
What we built
- Four life cycle stages: governance, infrastructure, data wrangling and analysis, across eight sections.
- A way in for each role, so nobody has to read all of it.
- Seven worked project stories, from multiple sclerosis, inflammatory bowel disease, genomics and brain computer interfaces.
- Open. Anyone can propose a change or a new page.
Pick your role, and see where FLkit sends you first.
- Governancedefine use case, consent, ethical framing
- Infrastructurenot the main focus for this role
- Wranglingclinical data curation, harmonisation
- Analysisinterpretation, evaluation, impact analysis
The detailStatus and sources
What it does not show yet
The numbers above describe what is in FLkit. They do not show how many teams use it, or whether it helps them start faster. That has not been measured yet.
Links and paper
- FLkit, the live site
- Source on GitHub
- Pirmani A, Vermeulen I, et al. Development and design of FLKit: a structured onboarding toolkit for federated learning in health and life sciences. arXiv 2606.23500, 2026.