You can also use the green evidence cards on your own board to prove the innocence of your suspects and move them up to the innocent row, so that will never trigger an evidence battle of course.
Oh...boy did we ever misread that rule. My group was doing evidence battles both for incriminating and for moving suspects up to the innocent row. No wonder our games took so long! *slaps head*