Manuscript Psy02-B@2 · Psy02-B-v2.tex · theorem · cfd06e2e

Theorem: Complete forward expectation and robust gap

Track A6–A7: forward instrument and robust viability · lines 1104–1141 · proof included or linked

Psy02-B@2#thm:gap

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Let , , and . Then

For rectangular calibrated families

the null and alternative have exact ideal oriented gap

For nonrectangular families enclosed by these intervals, the same expression is a lower bound, not necessarily the exact gap. Uniform complete-law errors give

For , the displayed ideal lower bound is positive exactly when

Proof. The ideal signed outcome mean is . Assignment, observation, and preparation multiply it by . Neutral outcomes have zero centered score. For a rectangle, the null supremum is , and the alternative infimum is . Subtract and apply total-variation control for a bounded score.

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