Biosimilar stewardship at the interface of disproportionality methods and AI integration: current evidence and potential strategies

Medium-term priorities include federated, KPI-linked analytics and better external validation and transportability; near-term 'assist' deployments - such as narrative NLP, normalization, de-duplication, and multi-feature ranking under human-in-the-loop governance - can quantifiably improve case completeness, traceability, and triage. To achieve reliable production use, persistent bottlenecks (class imbalance, vocabulary mapping) require clear monitoring and standard assessment procedures.