If they’re checking phones, having a burner phone with no or few contacts seems like a great way to arouse suspicion at the border.

Anyone returning to the US necessarily had to earlier leave the US for some other country or countries.

If you are asked upon returning the US why you have a burner phone with few contacts say that it is because you didn't trust one or more of those other countries.

A newly purchased phone is not a problem.