Writing

The best-studied ambient AI scribe in healthcare, scored through an eight-domain evaluation instrument for a Gulf hospital buyer. Safety interlock fired on population validity. Full audit trail published.

Marketing authorisation tells a manufacturer what to prove. It does not tell a hospital what to verify before deployment in its own population, workflow, and governance system.

Two thirds of sepsis cases missed. 88% of its alerts false. How the Epic Sepsis Model passed standard procurement — and why the frameworks most health systems use are built for the wrong category of technology.