Hmm I don't think you're right. I'm looking at an old bottle of ketostix brand, and it specifies Acetoacetic Acid, which seems to be some kind of ketone. Or maybe it's another byproduct?

Edit - Also, presumably the other factors like hydration and time of day could be tracked as well used to apply learning