MMP.17:6 - Bias-Annotation

Convenient source cases can overrepresent smooth central behavior and miss a boundary, rare response or minority regime. Begin with the receiving consequence, then check whether the construction and assessment actually expose it.

A family with a smooth uncertainty indicator can understate error where all its members share the same missing structure. Source comparisons outside the currently attractive region can reveal that failure. The indicator’s numerical precision does not strengthen its grounds.

Construction cost can be hidden by reporting only evaluation speed. Compare the reuse expected in this work, including source queries and repair, before attributing a practical saving.