I think blame is one way it can go bad, but not the only one. The whole framing of a "root cause" is dangerous, in that it encourages people to look for exactly one thing, and then not look beyond it when they find it. It sounds like your organization does decently in that regard, but they're doing it in spite of the "root cause" frame.