The most appropriate antonym of the word "bias" is fairness.
- Bias means "an inclination or prejudice for or against one person or group, especially one that is unfair."
- Fairness means "the quality of being just or impartial."
The other words do not have the same meaning as "bias."
- Prejudice means "an unfair or unjust feeling or opinion about a person or group."
- Stage means "a period of time in a person's life or in the development of something."
- Prestige means "the respect and admiration that is felt for someone or something on account of their achievements or qualities."
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