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Methods and Impact for Using Federated Learning to Collaborate on Clinical Research.

Alexander T M CheungMustafa Nasir-MoinYoung Joon Fred KwonJiahui GuanChris LiuLavender JiangChristian RaimondoSilky ChotaiLola ChamblessHasan S AhmadDaksh ChauhanJang W YoonTodd HollonVivek BuchDouglas KondziolkaDinah ChenLama A Al-AswadYindalon AphinyanaphongsEric Karl Oermann
Published in: Neurosurgery (2022)
This study demonstrates the feasibility of implementing a federated network for multi-institutional collaboration among clinicians and using FL to conduct machine learning research, thereby opening a new paradigm for neurosurgical collaboration.
Keyphrases
  • machine learning
  • palliative care
  • quality improvement
  • big data
  • deep learning