On the contrary, Java-like pattern of functions like `Config readConfig() throws IOError, ParseError` simplifies code quite a bit. No need to deal with IOError in parseConfig - if an exception happens there it'll be propagated automatically. And `throws` clause allows for static checking and warning whenever you forgot to handle something. And sane code analysis tools would also warn you whenever you really wanted overly-broad `catch Exception(e)`, too.
There's a panic/recover in Go, but they aren't serious. At least, to my limited knowledge of Go, there are no guidelines on using them properly, so everyone panics with whatever they fancy, and this lack of conventions is a bit problematic, like `raise "Failed to open file"` in Python.