Disagree. Hover effects should generally be avoided, as there's no hover state in a touch-based UI.
Some people suggest using select elements instead of checkboxes and two-option radios. Forget the source, but at least one study concluded that users preferred selects. As always, take with a grain of salt and test for yourself.