Assess whether to stop a model that increases alert volume without outcomes

SITUATION The working file is 30-day readmission cohort with social-risk flags after a model vendor claiming AUC that the local validation cannot reproduce. Quality-improvement physician in a unit with a new early-warning model has to name Proceed under protocol or Pause the pathway for this Healthcare Outcomes Review file.

DECISION Quality-improvement physician in a unit with a new early-warning model must choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold using 30-day readmission cohort with social-risk flags after a model vendor claiming AUC that the local validation cannot reproduce.

HYPOTHESES TO TEST 1. Quality-improvement physician can defend Proceed under protocol from 30-day readmission cohort with social-risk flags after a model vendor claiming AUC that the local validation cannot reproduce in a Healthcare challenge. 2. Quality-improvement physician cannot defend Proceed under protocol from 30-day readmission cohort with social-risk flags; Pause the pathway is what the extract actually supports after a model vendor claiming AUC that the local validation cannot reproduce. 3. A model vendor claiming AUC that the local validation cannot reproduce never reached the population in 30-day readmission cohort with social-risk flags — reopen intake, do not close to stop a model. 4. Two facts in 30-day readmission cohort with social-risk flags after a model vendor claiming AUC that the local validation cannot reproduce conflict for quality-improvement physician; hold this Outcomes Review file.

ANALYSIS REQUIRED 1. Assess patient-safety and HIPAA / minimum-necessary implications of to stop a model. 2. Quantify who is harmed if 30-day readmission cohort with social-risk flags is wrong. 3. Separate a documented exception from an OCR-relevant gap in a unit with a new early-warning model. 4. For this Healthcare Outcomes Review file, read 30-day readmission cohort with social-risk flags against a model vendor claiming AUC that the local validation cannot reproduce and write the one fact that would move to stop a model for quality-improvement physician.

RECOMMENDATION Choose Proceed under protocol / Pause the pathway / Escalate safety review / Hold on this Healthcare / Outcomes Review packet (30-day readmission cohort with social-risk flags after a model vendor claiming AUC that the local validation cannot reproduce). Lead with the Healthcare option 30-day readmission cohort with social-risk flags 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 quality-improvement physician in a unit with a new early-warning model.