Least-false Cox coefficients under affine follow-up contamination: exact continuous- and grouped-time benchmarks

Covariates summarized over a subject's completed follow-up are sometimes entered into Cox regression as though observed at baseline. This practice incorporates future event or censoring information and changes both the estimand and its sampling behavior. We analyze an affine class in which a genuine