Evidence and limits
Finding: Risk advice changed how participants weighted risk, increasing detention disparity in one setting and reducing aid in another, despite potential predictive gains.
Impact: Strengthen value-shift and policy-outcome checks. Reject prediction accuracy as sufficient decision quality.
Boundary: Simulated government decisions do not prove field effects. Next: how can a workflow detect when advice changes the objective being optimized?
Flags: hypothetical decisions; policy-value sensitivity
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation