{"id":25695,"date":"2024-10-06T11:00:07","date_gmt":"2024-10-06T16:00:07","guid":{"rendered":"https:\/\/www.realclimate.org\/?p=25695"},"modified":"2024-10-18T22:14:21","modified_gmt":"2024-10-19T03:14:21","slug":"cold-extremes-do-in-fact-decrease-under-global-warming","status":"publish","type":"post","link":"https:\/\/www.realclimate.org\/index.php\/archives\/2024\/10\/cold-extremes-do-in-fact-decrease-under-global-warming\/","title":{"rendered":"Cold extremes do in fact decrease under global warming"},"content":{"rendered":"<div class=\"kcite-section\" kcite-section-id=\"25695\">\n\n<p>The title of this post might seem like a truism, but for about a decade some people have claimed the opposite, and many people have spent much time and effort trying to understand why. Much of that effort was wasted. <\/p>\n\n\n\n<!--more-->\n\n\n\n<p>A decade ago, <em>Nature Geoscience<\/em> published <span id=\"cite_ITEM-25695-0\" name=\"citation\"><a href=\"#ITEM-25695-0\">Cohen et al (2014)<\/a><\/span>, a review paper on potential connections between the Arctic warming and extreme events (which has been cited an impressive 1449 times), which quite sensibly concluded that:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8230;improved process understanding, sustained and additional Arctic observations, and better coordinated modelling studies will be needed to advance our understanding of the influences on mid-latitude weather and extreme events.<\/p>\n<\/blockquote>\n\n\n\n<p>However, within the paper were a couple of graphs that attracted a lot of attention. These were the following, showing northern mid-latitude extreme events from 1950-2013:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"496\" height=\"600\" data-src=\"https:\/\/www.realclimate.org\/images\/\/cohen_et_al14_fig2dfh-496x600.png\" alt=\"Three panels (Figs. 3d,f,h) from Cohen et al (2014) showing mid-latitude cold temperature extremes getting colder, more icing days, and increasing are of cold winter months since the late 1990s.\" class=\"wp-image-25696 lazyload\" data-srcset=\"https:\/\/www.realclimate.org\/images\/cohen_et_al14_fig2dfh-496x600.png 496w, https:\/\/www.realclimate.org\/images\/cohen_et_al14_fig2dfh-248x300.png 248w, https:\/\/www.realclimate.org\/images\/cohen_et_al14_fig2dfh.png 1160w\" data-sizes=\"(max-width: 496px) 100vw, 496px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 496px; --smush-placeholder-aspect-ratio: 496\/600;\" \/><figcaption class=\"wp-element-caption\"><em>Cohen et al (2014). Figs. 3d,f,h showing a shift towards more cold extremes in the northern mid-latitudes (20-50\u00baN) from the mid-1990s to 2012.  <\/em><\/figcaption><\/figure>\n<\/div>\n\n\n<p>The change of trend from the late 1990s onward in the minimum daily average temperature in each winter is striking, and leads Cohen et al to discuss possible mechanisms for these unanticipated results (related to planetary waves, the jet stream etc.). <\/p>\n\n\n\n<p>The data plotted are derivable from the GHCNDEX <a href=\"https:\/\/www.climdex.org\/\" title=\"data available from Climdex\">data available from Climdex<\/a>. The description paper <span id=\"cite_ITEM-25695-1\" name=\"citation\"><a href=\"#ITEM-25695-1\">(Donat et al, 2013)<\/a><\/span> for that data, has the following text:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>&#8230; spatial coverage is one of the major sources of uncertainty when calculating global trends&#8230;  Therefore, we recommend that appropriate masks for data completeness should be applied when analyzing time series of area averages.<\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignright size-large\"><img decoding=\"async\" width=\"296\" height=\"600\" data-src=\"https:\/\/www.realclimate.org\/images\/\/image-5-296x600.png\" alt=\"Correcting for artifacts of changing spatial coverage of data.\n(A) Time series of the land area with TNn data from GHCNDEX over 20 to 40\u00b0N (orange solid) and 40 to 50\u00b0N (purple solid). The dashed lines indicate the land area covered after the mask is applied in each latitude band. (B) Time series of TNn averaged over 20 to 50\u00b0N from GHCNDEX for the raw data (red solid) and after applying a fixed spatial mask (red dashed). (C) Time series of TNn averaged over 30 to 60\u00b0N for the masked GHCNDEX (red dashed), ERA5 with no mask (black solid), and ERA5 with the fixed mask from GHCNDEX (black dashed)\" class=\"wp-image-25699 lazyload\" data-srcset=\"https:\/\/www.realclimate.org\/images\/image-5-296x600.png 296w, https:\/\/www.realclimate.org\/images\/image-5-148x300.png 148w, https:\/\/www.realclimate.org\/images\/image-5-759x1536.png 759w, https:\/\/www.realclimate.org\/images\/image-5-1012x2048.png 1012w, https:\/\/www.realclimate.org\/images\/image-5.png 1875w\" data-sizes=\"(max-width: 296px) 100vw, 296px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 296px; --smush-placeholder-aspect-ratio: 296\/600;\" \/><figcaption class=\"wp-element-caption\"><em>Fig 3 from Blackport et al (2024).<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n<p>A new paper, <span id=\"cite_ITEM-25695-2\" name=\"citation\"><a href=\"#ITEM-25695-2\">Blackport et al (2024)<\/a><\/span> makes it extremely clear that this masking step is essential for the regions looked at by Cohen et al, and without it, the trends are compromised. The demonstration of this is shown on the right. First, Panel A shows that the GHCNDEX data has a very large coverage change &#8211; particularly in the 20-40\u00baN band (an over 50% drop). Applying a common mask over the period allows one to produce a consistent record, and that is done in Panel B. It is clear that the data drop out impacts the 1995-2012 trend, turning a slight positive trend into a large (and spurious) downward trend in line with the results shown by Cohen et al. The addition of ten more years of data confirms the overall story. <\/p>\n\n\n\n<p>As a further confirmation, the masked GHCNDEX changes are an excellent match to the quasi-independent (and spatially complete) data from ERA5. It thus seems indisputable that the implications of the Cohen et al analysis were not valid.<\/p>\n\n\n\n<p>Blackport et al also do a clear analysis of how well models match the (properly handled) observational data. With the corrected data, a multi-model ensemble does a very creditable job at tracking the trends in minimum temperature:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"600\" height=\"344\" data-src=\"https:\/\/www.realclimate.org\/images\/\/image-6-600x344.png\" alt=\"Time series of anomalies in midlatitude (30 to 60\u00b0N, land only) averaged TMn (A) and TM5p (B) in ERA5 (black), Berkeley Earth (orange), JRA55 (red), and the multimodel mean (blue). The blue shading indicates the 2.5 to 97.5 percentile range of the model spread from all ensemble members. The anomalies are relative to the 1971 to 2022 period\" class=\"wp-image-25700 lazyload\" data-srcset=\"https:\/\/www.realclimate.org\/images\/image-6-600x344.png 600w, https:\/\/www.realclimate.org\/images\/image-6-300x172.png 300w, https:\/\/www.realclimate.org\/images\/image-6-1536x880.png 1536w, https:\/\/www.realclimate.org\/images\/image-6-2048x1174.png 2048w\" data-sizes=\"(max-width: 600px) 100vw, 600px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 600px; --smush-placeholder-aspect-ratio: 600\/344;\" \/><figcaption class=\"wp-element-caption\"><em>Fig. 1 from Blackport et al (2024)<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n<p>This is nonetheless a quite noisy system, and with short time periods one can find small regions where the trends go the other way (e.g. <span id=\"cite_ITEM-25695-3\" name=\"citation\"><a href=\"#ITEM-25695-3\">Cohen et al., 2024<\/a><\/span>), but no recent analyses (that I&#8217;ve seen) support the large claims made in the original paper (see also <span id=\"cite_ITEM-25695-4\" name=\"citation\"><a href=\"#ITEM-25695-4\">Blackport and Screen (2020)<\/a><\/span>).<\/p>\n\n\n\n<p>It is therefore very likely that there is no mystery to be solved, no huge model-data discrepancy to puzzle over, and no counterintuitive result to set the scientists&#8217; hearts racing. <\/p>\n\n\n\n<p><strong>Unmasking the problem<\/strong><\/p>\n\n\n\n<p>So what happened here, and why has it taken a decade for clarity to emerge about a result that was spurious at the time? This ties in to one of <a href=\"https:\/\/www.realclimate.org\/index.php\/archives\/2017\/02\/someone-c-a-r-e-s\/\" title=\"Someone C.A.R.E.S.\">my<\/a> <a href=\"https:\/\/www.realclimate.org\/index.php\/archives\/2022\/03\/issues-and-errors-in-a-new-scafetta-paper\/\" title=\"Issues and Errors in a new Scafetta paper\">frequent<\/a> <a href=\"https:\/\/www.realclimate.org\/index.php\/archives\/2009\/02\/on-replication\/\" title=\"On replication\">themes<\/a> <a href=\"https:\/\/www.realclimate.org\/index.php\/archives\/2024\/08\/oh-my-oh-miocene\/\" title=\"Oh My, Oh Miocene!\">here<\/a> related to the replication and reproduction of results. To be clear, scientists sometimes make mistakes, or more often, make assumptions about data that aren&#8217;t valid (and I have made my fair share). However, this was an analysis of publicly available data, using a methodology that the originators of the data had already flagged as problematic. Someone should have been able to point out the problems with the original data immediately.<\/p>\n\n\n\n<p>Why didn&#8217;t that happen? I can&#8217;t say. I do know that the Blackport et al paper was desk-rejected by <em>Nature Geoscience<\/em> (the original publishers of the Cohen paper) in keeping with the known reluctance of journals to deal with comments and post-publication criticism (even if implicit) of their editorial choices.<\/p>\n\n\n\n<p>Perhaps we still need to do work to build a scientific culture where routine replication and robustness tests are done by many people without the expectation that there is something wrong, but just as a basic check that conclusions are sound, and that discordances between models and observations are real, before we spend a decade looking for solutions to problems that don&#8217;t exist. <\/p>\n<h2>References<\/h2>\n    <ol>\n    <li><a name='ITEM-25695-0'><\/a>\nJ. Cohen, J.A. Screen, J.C. Furtado, M. Barlow, D. Whittleston, D. Coumou, J. Francis, K. Dethloff, D. Entekhabi, J. Overland, and J. Jones, \"Recent Arctic amplification and extreme mid-latitude weather\", <i>Nature Geoscience<\/i>, vol. 7, pp. 627-637, 2014. <a href=\"http:\/\/dx.doi.org\/10.1038\/ngeo2234\">http:\/\/dx.doi.org\/10.1038\/ngeo2234<\/a>\n\n\n<\/li>\n<li><a name='ITEM-25695-1'><\/a>\nM. Donat, L. Alexander, H. Yang, I. Durre, R. Vose, and J. Caesar, \"Global Land-Based Datasets for Monitoring Climatic Extremes\", <i>Bulletin of the American Meteorological Society<\/i>, vol. 94, pp. 997-1006, 2013. <a href=\"http:\/\/dx.doi.org\/10.1175\/BAMS-D-12-00109.1\">http:\/\/dx.doi.org\/10.1175\/BAMS-D-12-00109.1<\/a>\n\n\n<\/li>\n<li><a name='ITEM-25695-2'><\/a>\nR. Blackport, M. Sigmond, and J.A. Screen, \"Models and observations agree on fewer and milder midlatitude cold extremes even over recent decades of rapid Arctic warming\", <i>Science Advances<\/i>, vol. 10, 2024. <a href=\"http:\/\/dx.doi.org\/10.1126\/sciadv.adp1346\">http:\/\/dx.doi.org\/10.1126\/sciadv.adp1346<\/a>\n\n\n<\/li>\n<li><a name='ITEM-25695-3'><\/a>\nJ. Cohen, J.A. Francis, and K. Pfeiffer, \"Anomalous Arctic warming linked with severe winter weather in Northern Hemisphere continents\", <i>Communications Earth &amp; Environment<\/i>, vol. 5, 2024. <a href=\"http:\/\/dx.doi.org\/10.1038\/s43247-024-01720-0\">http:\/\/dx.doi.org\/10.1038\/s43247-024-01720-0<\/a>\n\n\n<\/li>\n<li><a name='ITEM-25695-4'><\/a>\nR. Blackport, and J.A. Screen, \"Weakened evidence for mid-latitude impacts of Arctic warming\", <i>Nature Climate Change<\/i>, vol. 10, pp. 1065-1066, 2020. <a href=\"http:\/\/dx.doi.org\/10.1038\/s41558-020-00954-y\">http:\/\/dx.doi.org\/10.1038\/s41558-020-00954-y<\/a>\n\n\n<\/li>\n<\/ol>\n\n<\/div> <!-- kcite-section 25695 -->","protected":false},"excerpt":{"rendered":"<p>The title of this post might seem like a truism, but for about a decade some people have claimed the opposite, and many people have spent much time and effort trying to understand why. Much of that effort was wasted.<\/p>\n","protected":false},"author":2,"featured_media":25699,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[12,5,1,9],"tags":[53,102,151,153],"class_list":{"0":"post-25695","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-arctic-and-antarctic","8":"category-climate-modelling","9":"category-climate-science","10":"category-instrumental-record","11":"tag-arctic-amplification","12":"tag-extreme-events","13":"tag-replication","14":"tag-reproduction","15":"entry"},"aioseo_notices":[],"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts\/25695","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/comments?post=25695"}],"version-history":[{"count":8,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts\/25695\/revisions"}],"predecessor-version":[{"id":25706,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/posts\/25695\/revisions\/25706"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/media\/25699"}],"wp:attachment":[{"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/media?parent=25695"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/categories?post=25695"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.realclimate.org\/index.php\/wp-json\/wp\/v2\/tags?post=25695"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}