I don't think fairness means that you give equal time to every point of view no matter how marginal. You weigh the sides, you do some truth-testing, you apply judgment to them.
One of the things I realized early in my career is that you do what you believe, in knowing that if you don't, you will never like yourself. When you compromise out of fear or ambition, it eats inside you.