OK. I listened to the lecture while driving and I have a better answer.
When you violate a statute
and the act is the cause of the harm
and the harm is the type of harm the statute is intended to prevent
and P is in the class of people intended to protect
When is someone "negligent per se"?
I'm not 100% sure, but I believe it is when you break a law in the performance of a tort.