Evidence and limits
Finding: Medical AI can augment clinicians, but full complementarity was uncommon. Concurrent review of cases and AI output outperformed sequential review, and junior clinicians benefited more than senior clinicians.
Impact: Watch interaction order and expertise as contextual variables. Reject a universal handoff sequence.
Boundary: Safety-critical clinical evidence cannot prescribe a general operating protocol. Next: when should a low-consequence workflow compare independent and concurrent review, while retaining an auditable human decision?
Flags: healthcare specialization; interaction-order heterogeneity
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation