You can add the words "Choose the correct answer" anywhere within the body of the question itself. Alternatively, you can use a "description" question type and add these words at the beginning of the quiz, or anywhere else.
There may be a way of changing the text "Select one" to "Choose the correct answer" somewhere within Moodle, but I forget where. Maybe someone else will be able to help.