Dumb mistake 
I did not realize that there are two versions of the copter firmware, one “regular” and one “bdshot”
Everything is working now with an upgrade to Arducopter 4.5.7-bdshot
For reference, in Mission Planner > Setup > Install Firmware > Copter V4.5.7 OFFICIAL > Use the dropdown to install the bdshot specific firmware.
