Privacy-Preserving Federated Learning with Layer 2 Blockchain Anchoring for Auditable Clinical Trial Eligibility Screening
Matching patients to clinical trials with large language models is technically feasible, but the prevailing methodology fine-tunes commercial models through external interfaces, transmitting sensitive patient records to third parties, and the resulting screening decisions lack a record that an external auditor can veri...