I'm out of guesses as to what's going on in the system at large... :/
I'm not a weather expert, but I can try a big picture observation that might be helpful.
The most important I think is regarding the location of the prevailing circumpolar wind field and jet stream. We know that Arctic amplification is weakening the gradient which powers these winds and air masses are more likely to shift into and out of the Arctic.
During the winter, the polar air stayed close to the pole like the old days and we built some thicker ice in many places than we have in recent years. Now we see a lot of the polar air has shifted south toward N. America. This has resulted in a colder CAA and a warmer Siberia.
In a old world in which the polar air mass stays more centered around 90N, then we see more consistent results. In a world where the polar air mass is moving around, we need to take this into consideration. The outcome this year speaks to a polar air mass which has moved its weighted center slightly toward NA and the Pacific. In this proposed configuration, places like Beaufort and CAA have a higher effective latitude and Siberia has a lower effective latitude and the results follow.
The other big difference vs last year is the influence of the Pacific. Much warmer in the N. Pacific last year and earlier presence of warm SST's in the Arctic.
It's going to be an interesting looking ice map at the minimum.