Attenuation bias from confidence thresholding in pseudo-labelled regression equals a closed-form function of residual score variance V* after partialling out controls X, yielding a (V*, κ) safety rule computable before inference.
Mahajan, Identification and estimation of regression models with misclassification, Econometrica 74 (3) (2006) 631–665
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When to Trust Confidence Thresholding: Calibration Diagnostics for Pseudo-Labelled Regression
Attenuation bias from confidence thresholding in pseudo-labelled regression equals a closed-form function of residual score variance V* after partialling out controls X, yielding a (V*, κ) safety rule computable before inference.