Heat pumps twice as efficient as fossil fuel systems in cold weather, study finds
(www.theguardian.com)
Technology Connections on YT did a side-channel experiment on this very thing.
Normally I wholeheartedly recommend his stuff, but the side-channel content gets very long winded and rambling, linked video included.