Assess whether an AI documentation tool is introducing upcoding risk (aa0739)

SITUATION Transfer-delay file for time-sensitive diagnoses arrived with a unit that is an outlier after risk adjustment for mortality-and-morbidity reviewer. That is a Healthcare Outcomes Review decision on an AI documentation tool in a rural hospital with long transfer times.

DECISION Mortality-and-morbidity reviewer in a rural hospital with long transfer times must choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold using transfer-delay file for time-sensitive diagnoses after a unit that is an outlier after risk adjustment.

HYPOTHESES TO TEST 1. Authorize Proceed under protocol now; transfer-delay file for time-sensitive diagnoses already has the discriminator after a unit that is an outlier after risk adjustment. 2. Keep Pause the pathway in force until transfer-delay file for time-sensitive diagnoses is completed after a unit that is an outlier after risk adjustment for mortality-and-morbidity reviewer. 3. Treat transfer-delay file for time-sensitive diagnoses as Escalate safety review because both readings appear after a unit that is an outlier after risk adjustment. 4. Refuse a Healthcare close: mortality-and-morbidity reviewer does not have the decision an AI documentation tool turns on in transfer-delay file for time-sensitive diagnoses.

ANALYSIS REQUIRED 1. Separate a documented exception from an OCR-relevant gap in a rural hospital with long transfer times. 2. Validate clinical-outcome evidence and protocol steps in transfer-delay file for time-sensitive diagnoses after a unit that is an outlier after risk adjustment. 3. Trace access logs and outputs to the rule mortality-and-morbidity reviewer must apply. 4. For this Healthcare Outcomes Review file, read transfer-delay file for time-sensitive diagnoses against a unit that is an outlier after risk adjustment 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 / Outcomes Review packet (transfer-delay file for time-sensitive diagnoses after a unit that is an outlier after risk adjustment). If transfer-delay file for time-sensitive diagnoses cannot force a Healthcare label under Outcomes Review, stop. If transfer-delay file for time-sensitive diagnoses after a unit that is an outlier after risk adjustment cannot support Proceed under protocol versus Pause the pathway on this Healthcare Outcomes Review close, mortality-and-morbidity reviewer must state the unresolved clinical or safety evidence requirement explicitly.

COMMAND RETURNS - Bottom-line Healthcare option on an AI documentation tool, then the evidence in transfer-delay file for time-sensitive diagnoses, then the action for mortality-and-morbidity reviewer - Hypothesis scorecard against transfer-delay file for time-sensitive diagnoses: supported / rejected / untestable - Regulatory or exam hook Outcomes Review would cite - Outcomes Review finding in transfer-delay file for time-sensitive diagnoses that a second reviewer can re-perform