Section
8 stories
A draft framework would let approved clinical models update on new data, in exchange for continuous performance reporting and a hard rollback obligation.
Turnaround times have collapsed. A rising share of denials cite reasoning that reviewers on both sides describe as difficult to argue with or against.
A review of 340 cleared devices found continuous real-world performance monitoring in fewer than one in ten deployments.
Three suits filed this spring turn on whether a clinician who followed a model's recommendation, or overrode it, met the standard of care.
Payment pathways exist for a handful of imaging tools and almost nothing else, and the gap is shaping what gets built.
Legal teams are separating generated documentation from generated inference, and asking clinicians to keep the second one out of the chart.
Six states have enacted requirements with materially different triggers. Compliance strategy has converged on writing one policy for the toughest.
Payers are adapting to provider-side coding models, and the resulting arms race is consuming attention on both sides.