No, it doesn't stick to that, I have the same mess on a wall in the garage myself (it's an old outer wall) and I'm going to rent a concrete grinder before plastering the wall. The plaster has come off everywhere this goo is.
Can't remember the percentage... but at least 60% should be removed to avoid double moisture barriers... i.e., the old wall should be able to breathe.
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