Declared output on loss

No independence between parity and missingness is required for this worst-case bound. The $q_j$'s need valid upper bounds and their own risk accounting. They contribute ${\sum }_j{q}_j/4$ to a componentwise fidelity-bias allowance.

Analyzer-record loss is not memory loss. The latter needs a declared output channel.