Constructive Bias is a legal doctrine within the grounds of judicial review that categorizes a form of apparent bias arising not from actual prejudice but from circumstances wherein a fair-minded observer would reasonably perceive a lack of impartiality, thus distinguishing it from actual bias by its objective, appearance-based standard.