Federation Opacity as Governance Opportunity: toward a Fiduciary Model of Distributed Medical AI.

The article focuses on the concept of "federation opacity" in federated learning (FL) networks, particularly in healthcare, where the full training dataset remains inaccessible due to distributed data ownership. It argues that federation opacity is not merely an epistemic issue but a jurisdictional...

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Bibliographic Details
Published in:American Journal of Bioethics Vol. 26; no. 8; pp. 147 - 151
Main Author: Yang, Y. Tony
Format: commentary Journal Article
Published: Taylor & Francis Ltd Aug2026
Online Access:View this record in EBSCOhost