Supplement to "JA WS: Auditing Predictive Uncertainty Under Covariate Shift "

The error-assessment approach to predictor auditing may be more actionable than the interval-generation approach in safety-critical or high-stakes decision-making situations where there is a clearly defined margin of error that is considered safe or acceptable.