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      Global maps of soil temperature

      research-article
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      Global Change Biology
      John Wiley and Sons Inc.
      bioclimatic variables, global maps, microclimate, near‐surface temperatures, soil‐dwelling organisms, soil temperature, temperature offset, weather stations

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          Abstract

          Research in global change ecology relies heavily on global climatic grids derived from estimates of air temperature in open areas at around 2 m above the ground. These climatic grids do not reflect conditions below vegetation canopies and near the ground surface, where critical ecosystem functions occur and most terrestrial species reside. Here, we provide global maps of soil temperature and bioclimatic variables at a 1‐km 2 resolution for 0–5 and 5–15 cm soil depth. These maps were created by calculating the difference (i.e. offset) between in situ soil temperature measurements, based on time series from over 1200 1‐km 2 pixels (summarized from 8519 unique temperature sensors) across all the world's major terrestrial biomes, and coarse‐grained air temperature estimates from ERA5‐Land (an atmospheric reanalysis by the European Centre for Medium‐Range Weather Forecasts). We show that mean annual soil temperature differs markedly from the corresponding gridded air temperature, by up to 10°C (mean = 3.0 ± 2.1°C), with substantial variation across biomes and seasons. Over the year, soils in cold and/or dry biomes are substantially warmer (+3.6 ± 2.3°C) than gridded air temperature, whereas soils in warm and humid environments are on average slightly cooler (−0.7 ± 2.3°C). The observed substantial and biome‐specific offsets emphasize that the projected impacts of climate and climate change on near‐surface biodiversity and ecosystem functioning are inaccurately assessed when air rather than soil temperature is used, especially in cold environments. The global soil‐related bioclimatic variables provided here are an important step forward for any application in ecology and related disciplines. Nevertheless, we highlight the need to fill remaining geographic gaps by collecting more in situ measurements of microclimate conditions to further enhance the spatiotemporal resolution of global soil temperature products for ecological applications.

          Abstract

          We provide global maps of soil temperature at a 1 km 2 resolution, based on a global database of more than 8500 in situ soil temperature time series. We show that over the year, soils in cold and/or dry biomes are on average 3.6°C warmer, whereas soils in warm and humid environments are 0.7°C cooler than gridded air temperature.

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          Random Forests

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            WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas

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              Google Earth Engine: Planetary-scale geospatial analysis for everyone

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                Author and article information

                Contributors
                jonas.lembrechts@uantwerpen.be
                jonathan.lenoir@u-picardie.fr
                Journal
                Glob Chang Biol
                Glob Chang Biol
                10.1111/(ISSN)1365-2486
                GCB
                Global Change Biology
                John Wiley and Sons Inc. (Hoboken )
                1354-1013
                1365-2486
                11 February 2022
                May 2022
                : 28
                : 9 ( doiID: 10.1111/gcb.v28.9 )
                : 3110-3144
                Affiliations
                [ 1 ] Research Group PLECO (Plants and Ecosystems) University of Antwerp Wilrijk Belgium
                [ 2 ] Department of Environmental Systems Science Institute of Integrative Biology ETH Zürich Zürich Switzerland
                [ 3 ] Finnish Meteorological Institute Helsinki Finland
                [ 4 ] Department of Geosciences and Geography University of Helsinki Finland
                [ 5 ] Centre for Sustainable Ecosystem Solutions, School of Earth, Atmospheric and Life Sciences University of Wollongong Wollongong New South Wales Australia
                [ 6 ] Australian Museum Sydney Australia
                [ 7 ] Forest & Nature Lab Department of Environment Ghent University Melle‐Gontrode Belgium
                [ 8 ] Geography Research Unit University of Oulu Oulu Finland
                [ 9 ] Institute of Botany of the Czech Academy of Sciences Průhonice Czech Republic
                [ 10 ] Faculty of Forestry and Wood Sciences Czech University of Life Sciences Prague Prague 6 ‐ Suchdol Czech Republic
                [ 11 ] Environment and Sustainability Institute University of Exeter Penryn Campus Penryn UK
                [ 12 ] Department of Geography York St John University York UK
                [ 13 ] Department of Earth and Environmental Sciences KU Leuven Leuven Belgium
                [ 14 ] School of Natural Resources and Environment University of Florida Gainesville Florida USA
                [ 15 ] Smithsonian Environmental Research Center Edgewater Maryland USA
                [ 16 ] Department of Wildlife Ecology and Conservation University of Florida Gainesville Florida USA
                [ 17 ] Department of Natural Sciences and Environmental Health University of South‐Eastern Norway Bø Norway
                [ 18 ] Alpine Ecosystems Research Program Institute of Ecology Ilia State University Tbilisi Georgia
                [ 19 ] Department of Range Management Faculty of Natural Resources and Marine Sciences Tarbiat Modares University Noor Iran
                [ 20 ] Department of Ecological Science Vrije Universiteit Amsterdam The Netherlands
                [ 21 ] Royal Botanic Garden Edinburgh Edinburgh UK
                [ 22 ] Environmental Science Center Qatar University Doha Qatar
                [ 23 ] Department of Environmental Systems Science Institute of Integrative Biology ETH Zurich Zürich Switzerland
                [ 24 ] Research group ECOBE University of Antwerp Wilrijk Belgium
                [ 25 ] Department of Agroecology and Environment Agroscope Research Institute Zürich Switzerland
                [ 26 ] Department of Environmental Systems Science ETH Zurich Zurich Switzerland
                [ 27 ] UK Centre for Ecology and Hydrology Penicuik UK
                [ 28 ] Department of Physical Geography and Ecosystem Science Lund University Lund Sweden
                [ 29 ] European Commission Joint Research Centre (JRC) Ispra Italy
                [ 30 ] Siberian Federal University Krasnoyarsk Russia
                [ 31 ] Facultad de Ciencias Exactas y Naturales Universidad Nacional de Cuyo Mendoza Argentina
                [ 32 ] Instituto Argentino de Nivologiá Glaciologiá y Ciencias Ambientales (IANIGLA) CONICET CCT‐Mendoza Mendoza Argentina
                [ 33 ] Natural History Museum University of Oslo Oslo Norway
                [ 34 ] Center for Sustainable Landscapes Under Global Change Department of Biology Aarhus University Aarhus C Denmark
                [ 35 ] Center for Biodiversity Dynamics in a Changing World Department of Biology Aarhus University Aarhus C Denmark
                [ 36 ] Ecological Plant Geography Faculty of Geography University of Marburg Marburg Germany
                [ 37 ] Institute of Landscape Ecology Slovak Academy of Sciences Bratislava Slovakia
                [ 38 ] Faculty of Environmental and Forest Sciences Agricultural University of Iceland Reykjavík Iceland
                [ 39 ] Isotope Bioscience Laboratory ‐ ISOFYS Ghent University Gent Belgium
                [ 40 ] Université de Rennes CNRS EcoBio (Ecosystèmes, biodiversité, évolution) ‐ UMR 6553 Rennes France
                [ 41 ] Department of Sustainable Agro‐ecosystems and Bioresources, Research and Innovation Centre Fondazione Edmund Mach San Michele all’Adige Italy
                [ 42 ] Forest Research Alice Holt Lodge Wrecclesham, Farnham UK
                [ 43 ] Department of Ecology Pontificia Universidad Javeriana Bogota Colombia
                [ 44 ] Jolube Consultor Botánico. C/Mariano R de Ledesma Jaca, Huesca Spain
                [ 45 ] Institute of Landscape and Plant Ecology Department of Plant Ecology University of Hohenheim Stuttgart Germany
                [ 46 ] Disturbance Ecology BayCEER University of Bayreuth Bayreuth Germany
                [ 47 ] Norwegian Institute for Nature Research FRAM ‐ High North Research Centre for Climate and the Environment Tromsø Norway
                [ 48 ] Department of Earth Sciences University of Gothenburg Gothenburg Sweden
                [ 49 ] Gothenburg Global Biodiversity Centre Gothenburg Sweden
                [ 50 ] Department of Biological and Environmental Sciences University of Gothenburg Gothenburg Sweden
                [ 51 ] Department of Environmental Science, Policy, and Management University of California Berkeley California USA
                [ 52 ] Alfred Wegener Institute Helmholtz Center for Polar and Marine Research Telegrafenberg A45 Potsdam Germany
                [ 53 ] Geography Department Humboldt‐Universität zu Berlin Germany
                [ 54 ] Pós‐Graduação em Ciências de Florestas Tropicais Instituto Nacional de Pesquisas da Amazônia Manaus Brasil
                [ 55 ] UMR ECOSYS INRAE Uinversité Paris Saclay AgroParisTech France
                [ 56 ] Biological Dynamics of Forest Fragments Project BDFFP Instituto Nacional de Pesquisas da Amazônia Manaus Brazil
                [ 57 ] Department of Forest Sciences Federal University of Lavras Lavras Brazil
                [ 58 ] Faculty of Arts and Sciences Department of Molecular Biology and Genetics Ordu University Ordu Turkey
                [ 59 ] Plant Ecology Group Department of Evolution and Ecology University of Tübingen Tübingen Germany
                [ 60 ] Department of Science and High Technology Insubria University Como Italy
                [ 61 ] Department of Chemistry, Life Sciences and Environmental Sustainability University of Parma Parma Italy
                [ 62 ] Department of Evolutionary Biology, Ecology and Environmental Sciences Biodiversity Research Institute (IRBio) University of Barcelona Barcelona Spain
                [ 63 ] CREAF E08193 Bellaterra (Cerdanyola del Vallès) Spain
                [ 64 ] Laboratorio de Ecofisiología Vegetal y Cambio Climático Laboratorio de Ecofisiología Vegetal y Cambio Climático Departamento de Ciencias Veterinarias y Salud Pública Universidad Católica de Temuco Campus Luis Rivas del Canto and Núcleo de Estudios Ambientales (NEA) Facultad de Recursos Naturales Universidad Católica de Temuco Temuco Chile
                [ 65 ] German Centre for Integrative Biodiversity Research (iDiv) Halle‐Jena‐Leipzig Leipzig Germany
                [ 66 ] Institute of Biology Leipzig University Leipzig Germany
                [ 67 ] Laboratory of Bioclimatology Department of Ecology and Environmental Protection Poznan University of Life Sciences Poznan Poland
                [ 68 ] Univ. Grenoble Alpes Univ. Savoie Mont Blanc CNRS LECA Grenoble France
                [ 69 ] Univ. Grenoble Alpes Univ. Savoie Mont Blanc CNRS LTSER Zone Atelier Alpes Grenoble France
                [ 70 ] Securing Antarctica's Environmental Future School of Biological Sciences Monash University Melbourne Victoria Australia
                [ 71 ] Forest Ecology and Conservation Group Department of Plant Sciences University of Cambridge Cambridge UK
                [ 72 ] Faculty of Ecology and Environmental Sciences Technical University in Zvolen Zvolen Slovakia
                [ 73 ] Millennium Institute Biodiversity of Antarctic and Subantarctic Ecosystems (BASE) University Austral of Chile Valdivia Chile
                [ 74 ] Cape Horn International Center (CHIC) Puerto Williams Chile
                [ 75 ] British Antarctic Survey NERC, High Cross Cambridge UK
                [ 76 ] Department of Arctic and Marine Biology Faculty of Biosciences Fisheries and Economics UiT‐The Arctic University of Norway Tromsø Norway
                [ 77 ] Climate Change Unit Environmental Protection Agency of Aosta Valley Italy
                [ 78 ] Department of Biological Sciences University of Notre Dame Notre Dame Indiana USA
                [ 79 ] Department of Science University of Roma Tre Rome Italy
                [ 80 ] Department of Ecology Environment and Plant Sciences and Bolin Centre for Climate Research Stockholm University Stockholm Sweden
                [ 81 ] The County Administrative Board of Västra Götaland Gothenburg Sweden
                [ 82 ] School of GeoSciences University of Edinburgh Edinburgh UK
                [ 83 ] Department of Geology, Geography and Environment University of Alcalá Madrid Spain
                [ 84 ] Chair of Geoinformatics Technische Universität Dresden Dresden Germany
                [ 85 ] Vegetation Ecology Institute of Natural Resource Sciences (IUNR) ZHAW Zurich University of Applied Sciences Wädenswil Switzerland
                [ 86 ] Plant Ecology Bayreuth Center of Ecology and Environmental Research (BayCEER) University of Bayreuth Bayreuth Germany
                [ 87 ] VITO‐TAP Mol Belgium
                [ 88 ] Swiss Federal Research Institute WSL Birmensdorf Switzerland
                [ 89 ] Majella Seed Bank Majella National Park Colle Madonna Lama dei Peligni Italy
                [ 90 ] Department of Life, Health and Environmental Sciences University of L'Aquila L'Aquila Italy
                [ 91 ] Grupo de Ecología de Poblaciones de Insectos IFAB (INTA ‐ CONICET) Bariloche Argentina
                [ 92 ] Department of Biology and Biochemistry University of Houston Houston Texas USA
                [ 93 ] Faculty of Science Department of Botany University of South Bohemia České Budějovice Czech Republic
                [ 94 ] Climate Impacts Research Centre Department of Ecology and Environmental Science Umeå University Abisko Sweden
                [ 95 ] Global Change Research Institute Academy of Sciences of the Czech Republic Czech Republic
                [ 96 ] School of Biological Sciences The University of Western Australia Crawley Western Australia Australia
                [ 97 ] Kings Park Science Department of Biodiversity, Conservation and Attractions Kings Park Australia
                [ 98 ] Department of Botany Faculty of Biology University of Innsbruck Innsbruck Austria
                [ 99 ] Imperial College London Ascot UK
                [ 100 ] Operation Wallacea Lincolnshire UK
                [ 101 ] INRAE Bordeaux Sciences Agro UMR 1391 ISPA Villenave d'Ornon France
                [ 102 ] Department of Life and Environmental Sciences University of Cagliari Cagliari Italy
                [ 103 ] Department of Botany University of Granada Granada Spain
                [ 104 ] IMIB – Biodiversity Research Institute University of Oviedo Mieres Spain
                [ 105 ] Institute for Plant Science and Microbiology University of Hamburg Hamburg Germany
                [ 106 ] Dartmouth College Hanover New Hampshire USA
                [ 107 ] Ecosystems and Global Change Group Department of Plant Sciences University of Cambridge Cambridge UK
                [ 108 ] WSL Institute for Snow and Avalanche Research SLF Davos Dorf Switzerland
                [ 109 ] Climate Change, Extremes and Natural Hazards in Alpine Regions Research Center CERC Davos Dorf Switzerland
                [ 110 ] Swiss Federal Institute for Forest, Snow and Landscape Research WSL Birmensdorf Switzerland
                [ 111 ] Laboratorio de Invasiones Biológicas (LIB) Facultad de Ciencias Forestales Universidad de Concepción Concepción Chile
                [ 112 ] School of Education and Social Sciences Adventist University of Chile Chile
                [ 113 ] Instituto de Ecología y Biodiversidad (IEB) Santiago Chile
                [ 114 ] Pyrenean Institute of Ecology (CSIC) Zaragoza Spain
                [ 115 ] Biodiversity and Landscape TERRA Research Centre Gembloux Agro‐Bio Tech University of Liège Gembloux Belgium
                [ 116 ] Department of Geo‐information in Environmental Management Mediterranean Agronomic Institute of Chania Chania Greece
                [ 117 ] Department of Environmental Management and Policy Georgian Institute of Public Affairs Tbilisi Georgia
                [ 118 ] Flemish Institute for Technological Research Mol Belgium
                [ 119 ] Department of Earth and Environmental Science Faculty of BioScience Engineering KULeuven Belgium
                [ 120 ] Department of Biogeochemical Signals Max Planck Institute for Biogeochemistry Jena Germany
                [ 121 ] Sustainable Agricultural Sciences Department Rothamsted Research Harpenden UK
                [ 122 ] Department of Biology Norwegian University of Science and Technology Trondheim Norway
                [ 123 ] Biodiversity, Wildlife and Ecosystem Health Biomedical Sciences University of Edinburgh Edinburgh UK
                [ 124 ] Department of Ecology Swedish University of Agricultural Sciences Uppsala Sweden
                [ 125 ] School of Biological Sciences The University of Hong Kong Hong Kong SAR China
                [ 126 ] Department of Theoretical and Applied Sciences Insubria University Varese Italy
                [ 127 ] CIRAD, UMR Eco&Sols Montpellier France
                [ 128 ] Eco&Sols Univ Montpellier CIRAD INRAE IRD Montpellier SupAgro Montpellier France
                [ 129 ] Senckenberg Research Institute and Natural History Museum Frankfurt Gelnhausen Germany
                [ 130 ] Faculty of Biology University of Duisburg‐Essen Essen Germany
                [ 131 ] Institute of Biology / Geobotany and Botanical Garden Martin Luther University Halle‐Wittenberg Halle (Saale) Germany
                [ 132 ] Department of Biological Sciences and Bjerknes Centre for Climate Research University of Bergen Bergen Norway
                [ 133 ] Centre for Biodiversity and Taxonomy Department of Botany University of Kashmir Srinagar India
                [ 134 ] Department of Ecology University of Innsbruck Innsbruck Austria
                [ 135 ] INRAE Univ. Bordeaux BIOGECO Cestas France
                [ 136 ] The Heathland Centre Alver Norway
                [ 137 ] TERRA Teaching and Research Center Faculty of Gembloux Agro‐Bio Tech University of Liege Gembloux Belgium
                [ 138 ] UK Centre for Ecology and Hydrology Penicuik UK
                [ 139 ] Vegetation Ecology Institute of Natural Resource Sciences ZHAW Zurich University of Applied Sciences Grüental Switzerland
                [ 140 ] Institute for Botany University of Natural Resources and Life Sciences Vienna (BOKU) Vienna Austria
                [ 141 ] Centre for Agrometeorological Research (ZAMF) German Meteorological Service (DWD) Braunschweig Germany
                [ 142 ] Dept of Biology Memorial University St. John's Newfoundland Canada
                [ 143 ] Department of Biological Sciences Simon Fraser University Burnaby British Columbia Canada
                [ 144 ] Department of Geography University of Zaragoza Zaragoza Spain
                [ 145 ] Faculty of Resource Management HAWK University of Applied Sciences and Arts Göttingen Germany
                [ 146 ] Plant Ecology Albrecht‐von‐Haller‐Institute for Plant Sciences Georg‐August University of Göttingen Göttingen Germany
                [ 147 ] Department of Ecoscience and Arctic Research Centre Aarhus University Rønde Denmark
                [ 148 ] Department of Geography Faculty of Science Masaryk University Brno Czech Republic
                [ 149 ] Department of Environmental Science Shinshu University Matsumoto Japan
                [ 150 ] Department of Ecoscience and Arctic Research Centre Aarhus University Roskilde Denmark
                [ 151 ] INRAE University of Bordeaux BIOGECO Cestas France
                [ 152 ] Department of Forest Ecology and Management Swedish University of Agricultural Sciences Umeå Sweden
                [ 153 ] Department of Silviculture and Forest Tree Genetics Forest Research Institute Raszyn Poland
                [ 154 ] Bayreuth Center of Ecology and Environmental Research Bayreuth Germany
                [ 155 ] ARAID/IPE‐CSIC Pyrenean Institute of Ecology Avda. Llano de la Victoria Spain
                [ 156 ] Life and Environmental Sciences University of Iceland Reykjavík Iceland
                [ 157 ] School of Biological Sciences University of Bristol Bristol UK
                [ 158 ] Biological and Environmental Sciences Faculty of Natural Sciences University of Stirling Scotland
                [ 159 ] Faculty of Environmental Sciences Czech University of Life Sciences Prague Prague 6 ‐ Suchdol Czech Republic
                [ 160 ] Centre for Environmental and Climate Science Lund University Lund Sweden
                [ 161 ] Bioclimatology University of Göttingen Göttingen Germany
                [ 162 ] Environment Agency Austria Vienna Austria
                [ 163 ] Centre for Ecological Research Institute of Ecology and Botany Vácrátót Hungary
                [ 164 ] Experimental Plant Ecology Institute of Botany and Landscape Ecology University of Greifswald Greifswald Germany
                [ 165 ] GLORIA Coordination Institute for Interdisciplinary Mountain Research Austrian Academy of Sciences (ÖAW) & Department of Integrative Biology and Biodiversity Research University of Natural Resources and Life Sciences Vienna Austria
                [ 166 ] Department of Arctic Biology The University Centre in Svalbard (UNIS) Longyearbyen, Svalbard Norway
                [ 167 ] Department of Land Resources and Environmental Sciences Montana State University Bozeman Montana USA
                [ 168 ] Climate Impacts Research Centre Department of Ecology and Environmental Sciences Umeå University Abisko Sweden
                [ 169 ] Centre for Polar Ecology Faculty of Science University of South Bohemia České Budějovice Czech Republic
                [ 170 ] School of Biological Sciences Monash University Melbourne Victoria Australia
                [ 171 ] Terrestrial Ecology Unit Department of Biology Ghent University Gent Belgium
                [ 172 ] Finnish Meteorological Institute Climate System Research Helsinki Finland
                [ 173 ] INAR Institute for Atmospheric and Earth System Research/Physics Faculty of Science University of Helsinki Finland
                [ 174 ] Interuniversity Institute for Earth System Research University of Granada Granada Spain
                [ 175 ] CNR Institute for Agricultural and Forestry Systems in the Mediterranean Portici (Napoli) Italy
                [ 176 ] Faculty of Forestry Technical University in Zvolen Zvolen Slovakia
                [ 177 ] School of Pure & Applied Sciences Environmental Conservation and Management Programme Open University of Cyprus Latsia Cyprus
                [ 178 ] Department of Biology Aarhus University Aarhus C Denmark
                [ 179 ] Aarhus Institute of Advanced Studies AIAS Høegh‐Guldbergs Gade 6B Aarhus Denmark
                [ 180 ] Department of Forest Botany, Dendrology and Geobiocoenology Faculty of Forestry and Wood Technology Mendel University in Brno Brno Czech Republic
                [ 181 ] Regional Centre for Integrated Environmental Monitoring Odesa National I.I. Mechnikov University Odesa Ukraine
                [ 182 ] Department of Agroecology Aarhus University Tjele Denmark
                [ 183 ] NGO New Energy Kharkiv Ukraine
                [ 184 ] Biological Dynamics of Forest Fragments Project Coordenação de Dinâmica Ambiental Instituto Nacional de Pesquisas da Amazônia Manaus Brazil
                [ 185 ] Swiss Federal Institute for Forest, Snow and Landscape Research (WSL) Birmensdorf Switzerland
                [ 186 ] Department of Biology University of Antwerp Wilrijk Belgium
                [ 187 ] Department of Botany and Biodiversity Research Centre University of British Columbia Vancouver British Columbia Canada
                [ 188 ] Department of Environment Province of Antwerp Antwerpen Belgium
                [ 189 ] Institute of Plant and Animal Ecology of Ural Division of Russian Academy of Science Ekaterinburg Russia
                [ 190 ] Department of Earth and Environmental Sciences University of Pavia Pavia Italy
                [ 191 ] Faculty of Science and Technology Free University of Bolzano Bolzano Italy
                [ 192 ] Climate Change Unit, Environmental Protection Agency of Aosta Valley Saint‐Christophe Italy
                [ 193 ] Chair of Geobotany University of Freiburg Freiburg Germany
                [ 194 ] Environment and Sustainability Institute University of Exeter Penryn Campus Cornwall UK
                [ 195 ] Centre for Ecosystem Science School of Biological, Earth and Environmental Sciences UNSW Sydney Sydney New South Wales Australia
                [ 196 ] Department of Plant Biology and Ecology University of Seville Seville Spain
                [ 197 ] Department of Biology Washington University in St. Louis St. Louis Missouri USA
                [ 198 ] Department of Animal Biology Institute of Biology University of Campinas Campinas Brazil
                [ 199 ] CNR Institute of BioEconomy Bologna Italy
                [ 200 ] National Wildlife Research Centre Environment and Climate Change Canada Carleton University Ottawa Ontario Canada
                [ 201 ] School of Life and Environmental Sciences Deakin University Burwood Victoria Australia
                [ 202 ] Institute for Alpine Environment Eurac Research Bozen/Bolzano Italy
                [ 203 ] Institute of Biology Department of Molecular Botany University of Hohenheim Stuttgart Germany
                [ 204 ] Instituto de Matemática Aplicada San Luis IMASL, CONICET and Universidad Nacional de San Luis San Luis Argentina
                [ 205 ] Cátedra de Climatología Agrícola (FCA‐UNER) Entre Ríos Argentina
                [ 206 ] Grupo de Ecología de Invasiones INIBIOMA CONICET/ Universidad Nacional del Comahue Bariloche Argentina
                [ 207 ] CSIC Global Ecology Unit CREAF‐ CSIC‐UAB Bellaterra Spain
                [ 208 ] CREAF Spain
                [ 209 ] Mountains of the Moon University Fort Portal Uganda
                [ 210 ] National Agricultural Research Organisation Mbarara Zonal Agricultural Research and Development Institute Mbarara Uganda
                [ 211 ] Laboratory of Meteorology Department of Construction and Geoengineering Faculty of Environmental Engineering and Mechanical Engineering Poznan University of Life Sciences Poznan Poland
                [ 212 ] Department of Biology Lund University Lund Sweden
                [ 213 ] Institute of Botany and Landscape Ecology University Greifswald Greifswald Germany
                [ 214 ] V.N. Sukachev Institute of Forest SB RAS Krasnoyarsk Russia
                [ 215 ] Institute of Ecology and Earth Sciences University of Tartu Tartu Estonia
                [ 216 ] Department of Biology and Ecology Center Utah State University Logan Utah USA
                [ 217 ] Department of Life Sciences Imperial College Ascot, Berkshire UK
                [ 218 ] Landscape Ecology Institute of Terrestrial Ecosystems Department of Environmental Systems Science ETH Zürich Zürich Switzerland
                [ 219 ] Unit of Land Change Science Swiss Federal Research Institute WSL Birmensdorf Switzerland
                [ 220 ] School of Ecology and Environment Studies Nalanda University Rajgir India
                [ 221 ] School of Biosciences University of Sheffield Sheffield UK
                [ 222 ] CESAM & Department of Environment University of Aveiro Aveiro Portugal
                [ 223 ] Department of Agronomy, Food, Natural resources Animals and Environment ‐ University of Padua Legnaro Italy
                [ 224 ] Univ. Savoie Mont Blanc CNRS Univ. Grenoble Alpes EDYTEM Chambéry France
                [ 225 ] Universitat Autònoma de Barcelona Spain
                [ 226 ] Department of Ecology and Biogeography Faculty of Biological and Veterinary Sciences Nicolaus Copernicus University Toruń Poland
                [ 227 ] Centre for Climate Change Research Nicolaus Copernicus University Toruń Poland
                [ 228 ] A. Borza Botanic Garden Babeș‐Bolyai University Cluj‐Napoca Romania
                [ 229 ] Faculty of Biology and Geology Department of Taxonomy and Ecology Babeș‐Bolyai University Cluj‐Napoca Romania
                [ 230 ] E. G. Racoviță Institute Babeș‐Bolyai University Cluj‐Napoca Romania
                [ 231 ] Securing Antarctica's Environmental Future, School of Earth, Atmospheric and Life Sciences University of Wollongong Wollongong New South Wales Australia
                [ 232 ] University of Applied Sciences Trier Environmental Campus Birkenfeld Birkenfeld Germany
                [ 233 ] Institut Universitaire de France Paris France
                [ 234 ] Swiss Federal Institute for Forest, Snow and Landscape Research WSL Birmensdorf Switzerland
                [ 235 ] Aquatic Ecology and Environmental Biology, Radboud Institute for Environmental and Biological Sciences Radboud University Nijmegen Nijmegen The Netherlands
                [ 236 ] Department of Biological Sciences and the Environmental Change Initiative University of Notre Dame Notre Dame Indiana USA
                [ 237 ] Swiss National Park Chastè Planta‐Wildenberg Zernez Switzerland
                [ 238 ] Remote Sensing Laboratories Department of Geography University of Zurich Zurich Switzerland
                [ 239 ] CIRAD UMR Eco&Sols Dakar Senegal
                [ 240 ] Eco&Sols Univ Montpellier CIRAD INRAE, IRD Institut Agro Montpellier France
                [ 241 ] LMI IESOL Centre IRD‐ISRA de Bel Air Dakar Senegal
                [ 242 ] Parc national des Ecrins ‐ Domaine de Charance France
                [ 243 ] Universidad Nacional de San Antonio Abad del Cusco Cusco Perú
                [ 244 ] Centro de Investigación de la Biodiversidad Wilhelm L. Johannsen Cusco Perú
                [ 245 ] Biological Dynamics of Forest Fragments Project, PDBFF Instituto Nacional de Pesquisas da Amazônia Manaus Brazil
                [ 246 ] Department of Ecology and Environmental Science Umeå University Umeå Sweden
                [ 247 ] Institute of Bio‐ and Geosciences (IBG‐3): Agrosphere Forschungszentrum Jülich GmbH Jülich Germany
                [ 248 ] Chair of Soil Science and Geomorphology Department of Geosciences University of Tuebingen Tuebingen Germany
                [ 249 ] Department of Geography The University of British Columbia Vancouver British Columbia Canada
                [ 250 ] Department of Botany and Biodiversity Research Vienna Austria
                [ 251 ] Princeton School of Public and International Affairs Princeton University Princeton New Jersey USA
                [ 252 ] Université de Lorraine AgroParisTech INRAE Nancy France
                [ 253 ] Department of Soil Science and Landscape Management Faculty of Earth Sciences and Spatial Management Nicolaus Copernicus University Toruń Poland
                [ 254 ] Terra Nova National Park Parks Canada Agency Glovertown Newfoundland Canada
                [ 255 ] Universidade Estadual do Norte Fluminense Darcy Ribeiro Rio de Janeiro Brazil
                [ 256 ] National Forest Centre Forest Research Institute Zvolen Zvolen Slovakia
                [ 257 ] Department of Physical Geography Stockholm University Stockholm Sweden
                [ 258 ] Department of Geography University of British Columbia Vancouver British Columbia Canada
                [ 259 ] Department of Earth and Environmental Sciences Leuven Belgium
                [ 260 ] Soil Science Department Federal University of Viçosa Viçosa‐MG Brazil
                [ 261 ] Departamento de Geociências. Cidade Universitária Universidade Federal da Paraíba João Pessoa ‐ PB Brasil
                [ 262 ] Department of Physical Geography Goethe‐Universität Frankfurt Frankfurt am Main Germany
                [ 263 ] Department of Evolution, Ecology, and Organismal Biology University of California Riverside Riverside California USA
                [ 264 ] Department of Natural History NTNU University Museum Norwegian University of Science and Technology Trondheim Norway
                [ 265 ] UMR 7058 CNRS ‘Ecologie et Dynamique des Systèmes Anthropisés’ (EDYSAN) Univ. de Picardie Jules Verne Amiens France
                [ 266 ] EnvixLab Dipartimento di Bioscienze e Territorio Università degli Studi del Molise Termoli Italy
                [ 267 ] Institute of Meteorology and Climate Research (IMK) Department of Atmospheric Environmental Research (IFU) Karlsruhe Institute of Technology (KIT) Garmisch‐Partenkirchen Germany
                [ 268 ] Swedish University of Agricultural Sciences SLU Swedish Species Information Centre Uppsala Sweden
                [ 269 ] Faculty for Biology University Duisburg‐Essen Essen Germany
                [ 270 ] Department of Geosciences and Natural Resource Management University of Copenhagen Copenhagen Denmark
                [ 271 ] Experimental Plant Ecology Institute of Botany and Landscape Ecology University of Greifswald, partner in the Greifswald Mire Centre Greifswald Germany
                [ 272 ] Foundation J.‐M. Aubert Champex‐Lac Switzerland
                [ 273 ] Département de Botanique et Biologie végétale Université de Genève Chambésy Switzerland
                [ 274 ] Department of Geography and Earth Sciences Aberystwyth University Wales UK
                [ 275 ] Center for Systematic Biology, Biodiversity and Bioresources ‐ 3B Babeș‐Bolyai University Cluj‐Napoca Romania
                [ 276 ] Northern Environmental Geoscience Laboratory Department of Geography and Planning Queen's University Kingston Ontario Canada
                [ 277 ] Finnish Meteorological Inst Helsinki Finland
                [ 278 ] Graduate School of Life and Environmental Sciences Osaka Prefecture University Japan
                [ 279 ] Nature Research Centre Vilnius Lithuania
                [ 280 ] Institute of Biological Research Cluj‐Napoca National Institute of Research and Development for Biological Sciences Bucharest Romania
                [ 281 ] CNR Institute for BioEconomy Firenze Italy
                [ 282 ] The Ecosystem Management Research Group (ECOBE) University of Antwerp Wilrijk (Antwerpen) Belgium
                [ 283 ] Plant Conservation and Population Biology Department of Biology KU Leuven Heverlee Belgium
                [ 284 ] A.N. Severtsov Institute of Ecology and Evolution Russian Academy of Sciences Moscow Russia
                [ 285 ] Netherlands Institute of Ecology Wageningen the Netherlands
                [ 286 ] Plant Ecology and Nature Conservation Group Wageningen University Wageningen the Netherlands
                [ 287 ] Centre for Integrative Ecology School of Life and Environmental Sciences Deakin University Burwood Victoria Australia
                [ 288 ] CAVElab ‐ Computational and Applied Vegetation Ecology Department of Environment Ghent University Gent Belgium
                [ 289 ] Earth Surface Processes Team Centre for Environmental and Marine Studies (CESAM) Department of Environment and Planning University of Aveiro Aveiro Portugal
                [ 290 ] Instituto Pirenaico de Ecología IPE‐CSIC. Av. Llano de la Victoria Jaca (Huesca) Spain
                [ 291 ] CNR ‐ Institute for Agricultural and Forestry Systems in the Mediterranean Portici Italy
                [ 292 ] Institute of Earth Surface Dynamics Faculty of Geosciences and Environment University of Lausanne Géopolis Switzerland
                [ 293 ] Forest Research Northern Research Station Roslin UK
                [ 294 ] Institute of Mountain Hazards and Environment Chinese Academy of Sciences Chengdu P.R. China
                [ 295 ] MOE Key Laboratory of Geographical Processes and Ecological Security in Changbai Mountains School of Geographical Sciences Northeast Normal University Changchun China
                [ 296 ] Department of Earth and Environmental Sciences Lehigh University Bethlehem Pennsylvania USA
                [ 297 ] High Meadows Environmental Institute Princeton University New Jersey USA
                [ 298 ] Zhejiang Tiantong Forest Ecosystem National Observation and Research Station School of Ecological and Environmental Sciences East China Normal University Shanghai China
                [ 299 ] Ecological‐Botanical Gardens University of Bayreuth Bayreuth Germany
                [ 300 ] Key Laboratory of Geographical Processes and Ecological Security in Changbai Mountains Ministry of Education School of Geographical Sciences Northeast Normal University Changchun China
                Author notes
                [*] [* ] Correspondence

                Jonas J. Lembrechts, Research Group PLECO (Plants and Ecosystems), University of Antwerp, 2610 Wilrijk, Belgium.

                Email: jonas.lembrechts@ 123456uantwerpen.be

                Jonathan Lenoir, UMR 7058 CNRS ‘Ecologie et Dynamique des Systèmes Anthropisés’ (EDYSAN), Univ. de Picardie Jules Verne, Amiens, France.

                Email: jonathan.lenoir@ 123456u-picardie.fr

                Author information
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                https://orcid.org/0000-0002-3583-6110
                https://orcid.org/0000-0002-1748-4801
                https://orcid.org/0000-0003-3111-680X
                https://orcid.org/0000-0003-0638-9582
                Article
                GCB16060
                10.1111/gcb.16060
                9303923
                34967074
                e4daec0f-694e-4b83-830d-244d21ad1b92
                © 2022 The Authors. Global Change Biology published by John Wiley & Sons Ltd.

                This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.

                History
                : 25 August 2021
                : 27 October 2021
                Page count
                Figures: 7, Tables: 1, Pages: 35, Words: 22004
                Funding
                Funded by: Fonds Wetenschappelijk Onderzoek , doi 10.13039/501100003130;
                Award ID: 12P1819N,
                Award ID: G018919N, W001919N; for full list of funders see acknowledgements
                Categories
                Research Article
                Research Articles
                Custom metadata
                2.0
                May 2022
                Converter:WILEY_ML3GV2_TO_JATSPMC version:6.1.7 mode:remove_FC converted:21.07.2022

                bioclimatic variables,global maps,microclimate,near‐surface temperatures,soil‐dwelling organisms,soil temperature,temperature offset,weather stations

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