Avoiding confrontation and conflict

We all have noticed that people in general do not like to engage in confrontational discussion, especially at work. The fear of repercussions of one’s action is enough to avoid any conflict, but on many occasions the inaction may cause more harm to the organization. How do we encourage employees to have open and frank dialogue, yet avoid allowing compulsive complainers more latitude?