Non-Frustrated Error Recovery
An AI error that the user consciously accepts and treats as a learning signal, responding with quick correction and continuation rather than annoyance. Distinguished from an unremarked error by the user's explicit non-frustrated, corrective response.
Operational Definition
EVENT. One occurrence would be coded when an identifiable AI error is followed by a user turn that (a) acknowledges the error without expressed frustration and (b) issues a corrective instruction, with the task continuing in the next turn. The error-plus-non-frustrated-correction pair is the unit counted.
Measurement Schema
Proposed measurement protocol (not yet empirically validated): Rater coding of post-error user turns on two dimensions, frustration tone (present/absent) and corrective action (present/absent); agreement would be assessed via Cohen's kappa. Primary metric: share of AI errors met with non-frustrated correction; secondary: turns-to-task-continuation.