Assess whether an AI documentation tool is introducing upcoding risk (678545)

Situation

Mortality-and-morbidity reviewer in a children's hospital rewriting a sepsis protocol has one working extract — risk-adjustment model calibration plot — after a malpractice notice that cites ignored alerts. If risk-adjustment model calibration plot cannot support an AI documentation tool, the honest Healthcare output is hold.

Decision

Mortality-and-morbidity reviewer in a children's hospital rewriting a sepsis protocol must choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold using risk-adjustment model calibration plot after a malpractice notice that cites ignored alerts.

Hypotheses to test

• Authorize Proceed under protocol now; risk-adjustment model calibration plot already has the discriminator after a malpractice notice that cites ignored alerts.
• Keep Pause the pathway in force until risk-adjustment model calibration plot is completed after a malpractice notice that cites ignored alerts for mortality-and-morbidity reviewer.
• Treat risk-adjustment model calibration plot as Escalate safety review because both readings appear after a malpractice notice that cites ignored alerts.
• Refuse a Healthcare close: mortality-and-morbidity reviewer does not have the page an AI documentation tool turns on in risk-adjustment model calibration plot.

Analysis required

• Trace access logs and outputs to the rule mortality-and-morbidity reviewer must apply.
• Assess patient-safety and HIPAA / minimum-necessary implications of an AI documentation tool.
• Quantify who is harmed if risk-adjustment model calibration plot is wrong.
• For this Healthcare Models and Documentation file, read risk-adjustment model calibration plot against a malpractice notice that cites ignored alerts and write the one fact that would move an AI documentation tool for mortality-and-morbidity reviewer.

Recommendation

Choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold on this Healthcare / Models and Documentation packet (risk-adjustment model calibration plot after a malpractice notice that cites ignored alerts). Lead with the Healthcare option risk-adjustment model calibration plot can support after a malpractice notice that cites ignored alerts, then the two facts that force it, then the Monday action for mortality-and-morbidity reviewer in a children's hospital rewriting a sepsis protocol.