“…Linking Arctic warming contributions to different feedbacks using radiative kernels (Feldl & Roe, 2013;Goosse et al, 2018;Pithan & Mauritsen, 2014;Stuecker et al, 2018) provides a useful way to quantify the importance of various feedbacks in the Arctic relative to other regions and in different seasons (Goosse et al, 2018;Taylor et al, 2013). Using this approach, it has been shown that the ice albedo feedback makes the largest contribution to warming in summer, whereas the lapse rate and Planck feedbacks dominate in winter (Dai et al, 2019;Goosse et al, 2018;Pithan & Mauritsen, 2014;Screen & Simmonds, 2010;Stuecker et al, 2018;Taylor et al, 2013;Zhang et al, 2018). The importance of poleward energy transport in contributing to AA has been intensely studied; however, the results are somewhat mixed with some studies arguing for a large contribution (Cai, 2005;Merlis & Henry, 2018;Zelinka & Hartmann, 2012) and others arguing for a small contribution (Hwang et al, 2011;Kay et al, 2012).…”