A Privacy-Aware Federated Framework With Self-Regulating Differential Privacy and Ontology-Based Lexical Substitution for Safe Clinical LLM Querying
LLM-powered healthcare analytics provides clinicians and government agencies with critical insights for effective public health management through intuitive natural language queries, thereby eliminating the need for dedicated IT support. Given the sensitive nature of medical records, our proposed framework is motivated...