Assess whether an AI documentation tool is introducing upcoding risk (84f6d2)

Situation

A hospital deploying an AI documentation assistant cannot treat a unit that is an outlier after risk adjustment as color commentary on unexpected mortality case series. Sepsis-alert program lead must close an AI documentation tool from that extract under Healthcare / Models and Documentation.

Decision

Sepsis-alert program lead in a hospital deploying an AI documentation assistant must choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold using unexpected mortality case series after a unit that is an outlier after risk adjustment.

Hypotheses to test

• Authorize Proceed under protocol now; unexpected mortality case series already has the discriminator after a unit that is an outlier after risk adjustment.
• Keep Pause the pathway in force until unexpected mortality case series is completed after a unit that is an outlier after risk adjustment for sepsis-alert program lead.
• Treat unexpected mortality case series as Escalate safety review because both readings appear after a unit that is an outlier after risk adjustment.
• Refuse a Healthcare close: sepsis-alert program lead does not have the page an AI documentation tool turns on in unexpected mortality case series.

Analysis required

• Quantify who is harmed if unexpected mortality case series is wrong.
• Separate a documented exception from an OCR-relevant gap in a hospital deploying an AI documentation assistant.
• Validate clinical-outcome evidence and protocol steps in unexpected mortality case series after a unit that is an outlier after risk adjustment.
• For this Healthcare Models and Documentation file, read unexpected mortality case series against a unit that is an outlier after risk adjustment and write the one fact that would move an AI documentation tool for sepsis-alert program lead.

Recommendation

Choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold on this Healthcare / Models and Documentation packet (unexpected mortality case series after a unit that is an outlier after risk adjustment). The follow-on Models and Documentation action is what sepsis-alert program lead does next: implement the option, assign an owner, and log the missing fact.