I am a military police officer and I have served on two deployments; my first was to Iraq, in a medical unit, and my second deployment was to Kuwait, as a military police platoon leader.
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.