Clinical Evidence Needs Freshness Monitors

Projection: Clinical assistants will continuously check whether cited guidance, trials, and population assumptions have changed since an answer was produced. Rather than simply showing citations, the monitor identifies stale claims and reopens review. Adoption becomes measurable when care teams receive source-change alerts before outdated evidence reaches a patient decision.