Really those should have been filtered out by the spam filter. If it's made it all the way to your inbox it's not surprising it got marked as a priority since phishing emails are written to look urgent, something which if real would be a priority notification.

Do you know if apple is using their new tools to do mail filtering? It's an interesting choice if they are since it's a genuine problem with a mature (but always evolving) solution.