Coherence, in the context of fairness, generally refers to the consistency and logical alignment of judgments, policies, or actions regarding fairness across different situations or individuals. In areas such as ethics, law, and machine learning, coherence involves ensuring that similar situations yield similar judgments or that rules applied in one context are also applicable in another, without bias or contradiction.

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