1 INTRODUCTION Medical studies are typically expensive to conduct, with costs measured by time, money, or required expertise. Varying costs for predictor variables arise in settings such as medical diagnoses,1 risk calculators,2-5 and healthcare quality assessments. When collecting or analyzing data to determine which predictors are most useful, their costs should be taken into account to accommodate available budgets.