Assess whether a unit's complication rate is a real signal (cb31fd)

Situation

A hospital deploying an AI documentation assistant cannot treat a model vendor claiming AUC that the local validation cannot reproduce as color commentary on unit-level complication variation table. Unit medical director must close a unit's complication rate from that extract under Healthcare / Pediatric Protocols.

Decision

Unit medical director in a hospital deploying an AI documentation assistant must choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold using unit-level complication variation table after a model vendor claiming AUC that the local validation cannot reproduce.

Hypotheses to test

• A model vendor claiming AUC that the local validation cannot reproduce is noise around an already-controlled Pediatric Protocols process in a hospital deploying an AI documentation assistant, given unit-level complication variation table.
• A model vendor claiming AUC that the local validation cannot reproduce is the event in unit-level complication variation table that forces Proceed under protocol for unit medical director under Healthcare.
• Unit-level complication variation table shows a one-file miss after a model vendor claiming AUC that the local validation cannot reproduce, not a Pediatric Protocols program failure.
• Unit-level complication variation table cannot decide a unit's complication rate yet after a model vendor claiming AUC that the local validation cannot reproduce; hold is the only Healthcare close a hospital deploying an AI documentation assistant can defend.

Analysis required

• Quantify who is harmed if unit-level complication variation table 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 unit-level complication variation table after a model vendor claiming AUC that the local validation cannot reproduce.
• For this Healthcare Pediatric Protocols file, read unit-level complication variation table against a model vendor claiming AUC that the local validation cannot reproduce and write the one fact that would move a unit's complication rate for unit medical director.

Recommendation

Choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold on this Healthcare / Pediatric Protocols packet (unit-level complication variation table after a model vendor claiming AUC that the local validation cannot reproduce). Lead with the Healthcare option unit-level complication variation table can support after a model vendor claiming AUC that the local validation cannot reproduce, then the two facts that force it, then the Monday action for unit medical director in a hospital deploying an AI documentation assistant.