“…Of particular interest is the role of the stratosphere (Kolstad et al 2010, Yu et al 2015, Cohen et al 2021, Huang et al 2021, Davis et al 2022. There is increasing evidence that extreme stratospheric wave variability contributes to surface cold waves through planetary wave reflection (Shaw and Perlwitz 2013, Kretschmer et al 2018, Cohen et al 2021, Liang et al 2022, Messori et al 2022, Millin et al 2022, Reichler and Jucker 2022, Shen et al 2022, Zou et al 2023, Zou and Zhang 2024. Using observations and climate models, Ding et al (2023b) demonstrate that strong stratospheric wave activity is followed by changes in the vertical coupling of planetary waves, with an increased risk of cold extremes over North America.…”