"Is there a way to tell it to make a tree with only one node?" - see the maxdepth parameter in ?rpart.control "Is it safe to assume that the cut-off value on the primary node is the ideal cut-off?" - trees are built sequentially; the first split will be the same for a tree with only one split or one that continues further. Terry T.