Assess whether an AI documentation tool is introducing upcoding risk (c9eec0)

SITUATION Pediatric Protocols work in a unit with a new early-warning model now turns on an AI documentation tool because an AI tool suggesting codes the attending will not attest put risk-adjustment model calibration plot in play. Pediatric protocol committee chair should say what risk-adjustment model calibration plot proves.

DECISION Pediatric protocol committee chair in a unit with a new early-warning model must choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold using risk-adjustment model calibration plot after an AI tool suggesting codes the attending will not attest.

HYPOTHESES TO TEST 1. The population in risk-adjustment model calibration plot is the one an AI tool suggesting codes the attending will not attest named, so Proceed under protocol follows for this Pediatric Protocols file. 2. The population in risk-adjustment model calibration plot is adjacent only to an AI tool suggesting codes the attending will not attest; Pause the pathway is the honest Healthcare call. 3. A unit with a new early-warning model already contained an AI tool suggesting codes the attending will not attest before risk-adjustment model calibration plot arrived; no new Pediatric Protocols path. 4. Provenance on risk-adjustment model calibration plot after an AI tool suggesting codes the attending will not attest is broken; do not pick Proceed under protocol or Pause the pathway yet.

ANALYSIS REQUIRED 1. Quantify who is harmed if risk-adjustment model calibration plot is wrong. 2. Separate a documented exception from an OCR-relevant gap in a unit with a new early-warning model. 3. Validate clinical-outcome evidence and protocol steps in risk-adjustment model calibration plot after an AI tool suggesting codes the attending will not attest. 4. For this Healthcare Pediatric Protocols file, read risk-adjustment model calibration plot against an AI tool suggesting codes the attending will not attest and write the one fact that would move an AI documentation tool for pediatric protocol committee chair.

RECOMMENDATION Choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold on this Healthcare / Pediatric Protocols packet (risk-adjustment model calibration plot after an AI tool suggesting codes the attending will not attest). The follow-on Pediatric Protocols action is what pediatric protocol committee chair does next: implement the option, assign an owner, and log the missing fact.

COMMAND RETURNS - Bottom-line Healthcare option on an AI documentation tool, then the evidence in risk-adjustment model calibration plot, then the action for pediatric protocol committee chair - Hypothesis scorecard against risk-adjustment model calibration plot: supported / rejected / untestable - Pediatric Protocols finding in risk-adjustment model calibration plot that a second reviewer can re-perform - Missing page in risk-adjustment model calibration plot after an AI tool suggesting codes the attending will not attest, if any