Thanks for getting back to me.
I've just tried this:

$get_admin_query = "SELECT admin_id, admin_pass
FROM " . TABLE_ADMIN . "
WHERE admin_id in ('4','5','7') ";

However, it only let's the first admin on the list login, none of the others.

Any idea why?