Report pediatric and adult error rates: What evidence controls | AIGP
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Report pediatric and adult error rates: What evidence controls release?

AIGP Understanding How to Govern AI Development Medium

Release evidence must match the approved criterion, including pediatric and adult error rates.

The question

A hospital administration model routes appointment records for clerical review, not clinical advice. Its release proposal reports 94% overall accuracy, but the approved acceptance criterion also requires error rates for pediatric and adult records. What evidence controls release?

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  1. Report pediatric and adult error rates. ✓
    The approved criterion expressly requires error rates for both groups, so those subgroup results are necessary in addition to the aggregate accuracy.
  2. Substitute human clerical review for the required subgroup testing.
    Human review may be an operational safeguard, but it does not generate the specified pediatric and adult error-rate evidence.
  3. Use the 94% aggregate accuracy as the release measure.
    Aggregate accuracy can conceal different pediatric and adult error rates and does not satisfy the approved subgroup criterion.
  4. Adopt the vendor benchmark instead of the approved local acceptance criterion.
    A vendor benchmark may use different populations, tasks, or measures and cannot replace the organization’s stated release requirement.
The trap
Match every release decision to the specified acceptance measures, especially subgroup metrics.

How to remember it

Release evidence must match the approved criterion, including pediatric and adult error rates.

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