Federated Learning in Nephrology: A Scoping Review of Applications, Performance, and Clinical Readiness

This scoping review maps federated-learning applications in nephrology, compares federation designs and model performance, and examines clinical readiness across validation, calibration, fairness, privacy, explainability, prospective evaluation, and governance.