validation: 590 ID-aligned cases; fixed majority and logistic classifiers
majority: accuracy=0.5797; errors=248; cost=1240; cost/case=2.101695
logistic: accuracy=0.9271; errors=43; cost=143; cost/case=0.242373
Cost unit: illustrative sorting cost units
Costs are declared scenario assumptions. No monetary impact or threshold improvement was measured.