Common sense is to leave the coat on but the reason you don't do this has nothing to do with outside temperatures or inside temperatures for that matter.
It's the staple chore of dads coming home from work and people bracing for the storm of the century -- stop at the supermarket for bread and milk. They're the popular "gotta have" items in the house. But are they the "gotta have" items we "gotta have" most?