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...
| Published in: | American Journal of Bioethics Vol. 26; no. 8; pp. 147 - 151 |
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| Format: | commentary Journal Article |
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Taylor & Francis Ltd
Aug2026
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| Online Access: | View this record in EBSCOhost |