FirePhantom

Suppose the analysed outcome is recorded diagnosis and variant-driven confirmatory testing increases detection independently of exposure severity, so the alternative pathway reaches that outcome through ascertainment.

Suppose evidence shows the variant independently changes downstream diagnostic workup, which violates exclusion and leaves only the variant-outcome association identifiable rather than the causal effect of exposure severity.