Verify held-out error against the 10% range criterion

Verify held-out error against the 10% range criterion

Recompute the held-out error and the measured response range with an independent implementation and confirm that no held-out point influenced the fit. Deliverable: A checker reporting the error as a percentage of the range, a pass or fail at 10%, and a failure when a held-out concentration appears in the fitting set.