Is it true that when you pay off old collections it harms your credit score instead of helping it?

or if you settle instead of paying in full it also harms your credit score. The reason I ask is because I want to buy a house with out having a co-signer and my credit is in bad shape right now but I want to pay some off but I've gotten mixed answers. Please help me someone. Thanks