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Accessible Ecosystem for Clinical Research (Federated Learning for Everyone): Development and Usability Study.

Ashkan PirmaniMartijn OldenhofLiesbet M PeetersEdward De BrouwerYves Moreau
Published in: JMIR formative research (2024)
FL4E represents a significant step forward in collaborative clinical research by merging the benefits of centralized and federated learning. Its modular ecosystem-based design and the "degree of federation" feature make it an inclusive, customizable framework suitable for a wide array of clinical research scenarios, promising to revolutionize the field through improved collaboration and data use. Detailed implementation and analyses are available on the associated GitHub repository.
Keyphrases
  • climate change
  • electronic health record
  • quality improvement
  • human health
  • healthcare
  • primary care
  • machine learning
  • deep learning
  • big data
  • mass spectrometry
  • high density