> Seems unlikely that a judge would issue a warrant without some kind of probable cause.

Unfortunately, here in the US that is not something you can bank on. There is a large amount of evidence that judges routinely sign on warrants without even understanding what the warrant is for, and there are even many types of non-standard warrants that do not need to follow that protocol.