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1. Author Correction: Diurnal temperature range as a key predictor of plants’ elevation ranges globally

Author

Gallou, Arnaud, Jump, Alistair S., Lynn, Joshua S., Field, Richard, Irl, Severin D. H., Steinbauer, Manuel J., Beierkuhnlein, Carl, Chen, Jan-Chang, Chou, Chang-Hung, Hemp, Andreas, Kidane, Yohannes, König, Christian, Kreft, Holger, Naqinezhad, Alireza, Nowak, Arkadiusz, Nuppenau, Jan-Niklas, Trigas, Panayiotis, Price, Jonathan P., Roland, Carl A., Schweiger, Andreas H., Weigelt, Patrick, Flantua, Suzette G. A., and Grytnes, John-Arvid

Published
2024
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2. Identifying drivers of non-stationary climate-growth relationships of European beech

Author

Leifsson, Christopher, Buras, Allan, Klesse, Stefan, Baittinger, Claudia, Bat-Enerel, Banzragch, Battipaglia, Giovanna, Biondi, Franco, Stajić, Branko, Budeanu, Marius, Čada, Vojtěch, Cavin, Liam, Claessens, Hugues, Čufar, Katarina, de Luis, Martin, Dorado-Liñán, Isabel, Dulamsuren, Choimaa, Garamszegi, Balázs, Grabner, Michael, Hacket-Pain, Andrew, Hansen, Jon Kehlet, Hartl, Claudia, Huang, Weiwei, Janda, Pavel, Jump, Alistair S., Kazimirović, Marko, Knutzen, Florian, Kreyling, Jürgen, Land, Alexander, Latte, Nicolas, Lebourgeois, François, Leuschner, Christoph, Longares, Luis A., Martinez del Castillo, Edurne, Menzel, Annette, Motta, Renzo, Muffler-Weigel, Lena, Nola, Paola, Panayatov, Momchil, Petritan, Any Mary, Petritan, Ion Catalin, Popa, Ionel, Roibu, Cǎtǎlin-Constantin, Rubio-Cuadrado, Álvaro, Rydval, Miloš, Scharnweber, Tobias, Camarero, J. Julio, Svoboda, Miroslav, Toromani, Elvin, Trotsiuk, Volodymyr, van der Maaten-Theunissen, Marieke, van der Maaten, Ernst, Weigel, Robert, Wilmking, Martin, Zlatanov, Tzvetan, Rammig, Anja, and Zang, Christian S.

Published
2024
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3. Diurnal temperature range as a key predictor of plants’ elevation ranges globally

Author

Gallou, Arnaud, Jump, Alistair S., Lynn, Joshua S., Field, Richard, Irl, Severin D. H., Steinbauer, Manuel J., Beierkuhnlein, Carl, Chen, Jan-Chang, Chou, Chang-Hung, Hemp, Andreas, Kidane, Yohannes, König, Christian, Kreft, Holger, Naqinezhad, Alireza, Nowak, Arkadiusz, Nuppenau, Jan-Niklas, Trigas, Panayiotis, Price, Jonathan P., Roland, Carl A., Schweiger, Andreas H., Weigelt, Patrick, Flantua, Suzette G. A., and Grytnes, John-Arvid

Published
2023
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6. SoilTemp: A global database of near‐surface temperature

Author

Lembrechts, Jonas J, Aalto, Juha, Ashcroft, Michael B, De Frenne, Pieter, Kopecký, Martin, Lenoir, Jonathan, Luoto, Miska, Maclean, Ilya MD, Roupsard, Olivier, Fuentes‐Lillo, Eduardo, García, Rafael A, Pellissier, Loïc, Pitteloud, Camille, Alatalo, Juha M, Smith, Stuart W, Björk, Robert G, Muffler, Lena, Backes, Amanda Ratier, Cesarz, Simone, Gottschall, Felix, Okello, Joseph, Urban, Josef, Plichta, Roman, Svátek, Martin, Phartyal, Shyam S, Wipf, Sonja, Eisenhauer, Nico, Pușcaș, Mihai, Turtureanu, Pavel D, Varlagin, Andrej, Dimarco, Romina D, Jump, Alistair S, Randall, Krystal, Dorrepaal, Ellen, Larson, Keith, Walz, Josefine, Vitale, Luca, Svoboda, Miroslav, Higgens, Rebecca Finger, Halbritter, Aud H, Curasi, Salvatore R, Klupar, Ian, Koontz, Austin, Pearse, William D, Simpson, Elizabeth, Stemkovski, Michael, Graae, Bente Jessen, Sørensen, Mia Vedel, Høye, Toke T, Calzado, M Rosa Fernández, Lorite, Juan, Carbognani, Michele, Tomaselli, Marcello, Forte, T'ai GW, Petraglia, Alessandro, Haesen, Stef, Somers, Ben, Van Meerbeek, Koenraad, Björkman, Mats P, Hylander, Kristoffer, Merinero, Sonia, Gharun, Mana, Buchmann, Nina, Dolezal, Jiri, Matula, Radim, Thomas, Andrew D, Bailey, Joseph J, Ghosn, Dany, Kazakis, George, Pablo, Miguel A, Kemppinen, Julia, Niittynen, Pekka, Rew, Lisa, Seipel, Tim, Larson, Christian, Speed, James DM, Ardö, Jonas, Cannone, Nicoletta, Guglielmin, Mauro, Malfasi, Francesco, Bader, Maaike Y, Canessa, Rafaella, Stanisci, Angela, Kreyling, Juergen, Schmeddes, Jonas, Teuber, Laurenz, Aschero, Valeria, Čiliak, Marek, Máliš, František, De Smedt, Pallieter, Govaert, Sanne, Meeussen, Camille, Vangansbeke, Pieter, Gigauri, Khatuna, Lamprecht, Andrea, Pauli, Harald, Steinbauer, Klaus, Winkler, Manuela, Ueyama, Masahito, and Nuñez, Martin A

Subjects
Climate Action, Climate Change, Ecosystem, Microclimate, Snow, Temperature, climate change, database, ecosystem processes, microclimate, soil climate, species distributions, temperature, topoclimate, Environmental Sciences, Biological Sciences, Ecology
Abstract

Current analyses and predictions of spatially explicit patterns and processes in ecology most often rely on climate data interpolated from standardized weather stations. This interpolated climate data represents long-term average thermal conditions at coarse spatial resolutions only. Hence, many climate-forcing factors that operate at fine spatiotemporal resolutions are overlooked. This is particularly important in relation to effects of observation height (e.g. vegetation, snow and soil characteristics) and in habitats varying in their exposure to radiation, moisture and wind (e.g. topography, radiative forcing or cold-air pooling). Since organisms living close to the ground relate more strongly to these microclimatic conditions than to free-air temperatures, microclimatic ground and near-surface data are needed to provide realistic forecasts of the fate of such organisms under anthropogenic climate change, as well as of the functioning of the ecosystems they live in. To fill this critical gap, we highlight a call for temperature time series submissions to SoilTemp, a geospatial database initiative compiling soil and near-surface temperature data from all over the world. Currently, this database contains time series from 7,538 temperature sensors from 51 countries across all key biomes. The database will pave the way toward an improved global understanding of microclimate and bridge the gap between the available climate data and the climate at fine spatiotemporal resolutions relevant to most organisms and ecosystem processes.

Published
2020

8. Jet stream position explains regional anomalies in European beech forest productivity and tree growth

Author

Dorado-Liñán, Isabel, Ayarzagüena, Blanca, Babst, Flurin, Xu, Guobao, Gil, Luis, Battipaglia, Giovanna, Buras, Allan, Čada, Vojtěch, Camarero, J. Julio, Cavin, Liam, Claessens, Hugues, Drobyshev, Igor, Garamszegi, Balázs, Grabner, Michael, Hacket-Pain, Andrew, Hartl, Claudia, Hevia, Andrea, Janda, Pavel, Jump, Alistair S., Kazimirovic, Marko, Keren, Srdjan, Kreyling, Juergen, Land, Alexander, Latte, Nicolas, Levanič, Tom, van der Maaten, Ernst, van der Maaten-Theunissen, Marieke, Martínez-Sancho, Elisabet, Menzel, Annette, Mikoláš, Martin, Motta, Renzo, Muffler, Lena, Nola, Paola, Panayotov, Momchil, Petritan, Any Mary, Petritan, Ion Catalin, Popa, Ionel, Prislan, Peter, Roibu, Catalin-Constantin, Rydval, Miloš, Sánchez-Salguero, Raul, Scharnweber, Tobias, Stajić, Branko, Svoboda, Miroslav, Tegel, Willy, Teodosiu, Marius, Toromani, Elvin, Trotsiuk, Volodymyr, Turcu, Daniel-Ond, Weigel, Robert, Wilmking, Martin, Zang, Christian, Zlatanov, Tzvetan, and Trouet, Valerie

Published
2022
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21. Widespread latitudinal asymmetry in the performance of marginal populations: A meta‐analysis

Author

Pulido, Fernando, primary, Castagneyrol, Bastien, additional, Rodríguez‐Sánchez, Francisco, additional, Cáceres, Yónatan, additional, Pardo, Adara, additional, Moracho, Eva, additional, Kollmann, Johannes, additional, Valladares, Fernando, additional, Ehrlén, Johan, additional, Jump, Alistair S., additional, Svenning, Jens‐Christian, additional, and Hampe, Arndt, additional

Published
2023
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23. Growth, vitality and stability: Spatio-temporal responses of European beech and Scots pine to climate change

Author

Maaten-Theunissen, Marieke van der, Jump, Alistair S., Prislan, Peter, Technische Universität Dresden, Stolz, Juliane, Maaten-Theunissen, Marieke van der, Jump, Alistair S., Prislan, Peter, Technische Universität Dresden, and Stolz, Juliane

Abstract

Recent climatic extreme events, such as the 2018-2020 drought period, demonstrate that ongoing climate change has a significant impact on our plant ecosystems, resulting in a variety of consequences such as temporal shifts in the growing season, biodiversity loss, and increased tree mortality. Forest ecosystems are especially endangered because the trees’ long lifecycles and their sessile nature impairs the potential to adapt or evade negative impacts in time. Nonetheless, forests are particularly essential because they accomplish key functions in our economic, ecological, and social lives, such as supplying timber, regulating carbon- and water cycling, or providing recreational benefits. Consequently, we need to investigate and comprehend the climatic impact on forest growth at both temporal and spatial scales. Additionally, we must examine the current state of forest vitality and productivity in order to make predictions about forest growth under changing climate. This thesis adds to our understanding of the climate-growth responses of two economically and ecologically important tree species in Central Europe within their low elevational and central distribution ranges: European beech (Fagus sylvatica L.) and Scots pine (Pinus sylvestris L.). We examine patterns in climate-driven growth responses at different spatiotemporal scales, ranging from regional to site-specific extents, and from retrospective to near real-time monitoring. In addition, we look at the possibility of employing tree-ring width (TRW) and remote-sensing (RS) data to assess forest vitality and productivity. A deeper knowledge of climate-growth responses in European beech and Scots pine will provide a foundation for decision making and forest management, assisting in the development of a resistant and resilient forest of the future. Chapter 1 provides an overview of the research objectives by situating them in the context of the present state of the art, framing the research objectives, introduci, Die jüngsten klimatischen Extremereignisse, wie die Dürreperiode 2018-2020, zeigen, dass sich der anhaltende Klimawandel erheblich auf unsere Pflanzenökosysteme auswirkt. Dies führt zu einer Vielzahl weitreichender Folgen, wie der zeitlichen Verschiebung von Wachstumsperioden, Verlusten in der Biodiversität oder einer erhöhten Waldsterblichkeit. Besonders gefährdet sind hierbei Waldökosysteme, da die langen Lebenszyklen von Bäumen eine schnelle Anpassung an sich ändernde Klimabedingungen stark beeinträchtigen. Jedoch erfüllen vor allem Wälder wichtige Funktionen in unserem wirtschaftlichen, ökologischen und sozialen Leben, z. B. als Holzlieferanten, Regulatoren des Kohlenstoff- und Wasserkreislaufs oder auch als Erholungsraum für die Menschen. Dementsprechend ist es unerlässlich die klimatischen Auswirkungen auf das Waldwachstum sowohl auf zeitlicher als auch auf räumlicher Ebene zu untersuchen und zu verstehen. Zudem müssen wir auch den aktuellen Zustand der Vitalität und Produktivität der Wälder überprüfen, um aussagekräftige Prognosen zum Waldwachstum unter dem Einfluss des Klimawandels treffen zu können. Diese Dissertation trägt zu unserem Verständnis der Klimawachstumsreaktionen zweier wirtschaftlich und ökologisch relevanter Baumarten in ihrem ökologisch optimalen Verbreitungsgebiet in Mitteleuropa bei: der Rotbuche (Fagus sylvatica L.) und der Waldkiefer (Pinus sylvestris L.). Hierbei werden die klimabedingten Wachstumsreaktionen auf verschiedenen räumlichen und zeitlichen Skalen untersucht, welchen von regionalen bis standortsspezifischen Ausmaßen und von retrospektiven Analysen bis nahezu Echtzeit-Monitoring reichen. Darüber hinaus erörtert diese Arbeit das Potenzial Jahrringdaten (TRW) als auch Fernerkundungsdaten (RS) zur Bewertung der Vitalität und Produktivität von Wäldern beispielhaft an der Rotbuche zu verwenden. Ein tiefreichendes Verständnis der Klima- Wachstumsreaktionen der Rotbuche und der Waldkiefer bietet somit eine gute Basis um bei Fragen zur

Published
2023

24. Widespread latitudinal asymmetry in the performance of marginal populations : A meta-analysis

Author

Pulido, Fernando, Castagneyrol, Bastien, Rodríguez-Sánchez, Francisco, Cáceres, Yónatan, Pardo, Adara, Moracho, Eva, Kollmann, Johannes, Valladares, Fernando, Ehrlén, Johan, Jump, Alistair S., Svenning, Jens-Christian, Hampe, Arndt, Pulido, Fernando, Castagneyrol, Bastien, Rodríguez-Sánchez, Francisco, Cáceres, Yónatan, Pardo, Adara, Moracho, Eva, Kollmann, Johannes, Valladares, Fernando, Ehrlén, Johan, Jump, Alistair S., Svenning, Jens-Christian, and Hampe, Arndt

Abstract

Aim: Range shifts are expected to occur when populations at one range margin perform better than those at the other margin, yet no global trend in population performances at range margins has been demonstrated empirically across a wide range of taxa and biomes. Here we test the prediction that, if impacts of ongoing climate change on performance in marginal populations are widespread, then populations from the high-latitude margin (HLM) should perform as well as or better than central populations, whereas low-latitude margin (LLM) populations should perform worse. Location: Global. Time period: 1995–2019. Major taxa studied: Plants and animals. Methods: To test our prediction, we used a meta-analysis to quantify empirical support for asymmetry in the performance of high- and low-latitude margin populations compared to central populations. Performance estimates (survival, reproduction, or lifetime fitness) for populations occurring in their natural environment were derived from 51 papers involving 113 margin-centre comparisons from 54 species and 705 populations from the Americas, Europe, Africa and Australia. We then related these performance differences to climatic differences among populations. We also tested whether patterns are consistent across taxonomic kingdoms (plants vs animals) and across realms (marine vs terrestrial). Results: Populations at margins performed significantly worse than central populations, and this trend was primarily driven by the low-latitude margin. Although the difference was of small magnitude, it was largely consistent across biological kingdoms and realms. Differences in performance were weakly (p = .08) related to the difference in average temperatures between central and marginal populations. Main conclusions: The observed asymmetry in performance in marginal populations is consistent with predictions about the effects of global climate change, though further research is needed to confirm the effect of climate. It indicates that c

Published
2023
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25. A balancing act:Principles, criteria and indicator framework to operationalize social-ecological resilience of forests

Author

Nikinmaa, Laura, Lindner, Marcus, Cantarello, Elena, Gardiner, Barry, Jacobsen, Jette Bredahl, Jump, Alistair S., Parra, Constanza, Plieninger, Tobias, Schuck, Andreas, Seidl, Rupert, Timberlake, Thomas, Waring, Kristen, Winkel, Georg, Muys, Bart, Nikinmaa, Laura, Lindner, Marcus, Cantarello, Elena, Gardiner, Barry, Jacobsen, Jette Bredahl, Jump, Alistair S., Parra, Constanza, Plieninger, Tobias, Schuck, Andreas, Seidl, Rupert, Timberlake, Thomas, Waring, Kristen, Winkel, Georg, and Muys, Bart

Abstract

Against a background of intensifying climate-induced disturbances, the need to enhance the resilience of forests and forest management is gaining urgency. In forest management, multiple trade-offs exist between different demands as well as across and within temporal and spatial scales. However, methods to assess resilience that consider these trade-offs are presently lacking. Here we propose a hierarchical framework of principles, criteria, and indicators to assess the resilience of a social-ecological system by focusing on the mechanisms behind resilience. This hierarchical framework balances trade-offs between mechanisms, different parts of the social-ecological system, ecosystem services, and spatial as well as temporal scales. The framework was developed to be used in a participatory manner in forest management planning. It accounts for the major parts of the forest-related social-ecological system and considers the multiple trade-offs involved. We demonstrate the utility of the framework by applying it to a landscape dominated by Norway spruce (Picea abies (L.) Karst.) in Central Europe, managed for three different management goals. The framework highlights how forest resilience varies with the pursued management goals and related management strategies. The framework is flexible and can be applied to various forest management contexts as part of a participatory process with stakeholders. It thus is an important step towards operationalizing social-ecological resilience in forest management systems.

Published
2023

26. Widespread latitudinal asymmetry in the performance of marginal populations: A meta-analysis

Author

Ministerio de Economía y Competitividad (España), Natural Environment Research Council (UK), l’Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (France), Universidad de Sevilla, Danish National Research Foundation, Pulido, Fernando, Castagneyrol, Bastien, Rondríguez-Sánchez, Francisco, Cáceres, Yónotan, Pardo, Adara, Moracho, Eva, Kollmann, Johannes, Valladares Ros, Fernando, Ehrlén, Johan, Jump, Alistair S., Svenning, Jens-Christian, Hampe, Arndt, Ministerio de Economía y Competitividad (España), Natural Environment Research Council (UK), l’Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (France), Universidad de Sevilla, Danish National Research Foundation, Pulido, Fernando, Castagneyrol, Bastien, Rondríguez-Sánchez, Francisco, Cáceres, Yónotan, Pardo, Adara, Moracho, Eva, Kollmann, Johannes, Valladares Ros, Fernando, Ehrlén, Johan, Jump, Alistair S., Svenning, Jens-Christian, and Hampe, Arndt

Abstract

[Aim]: Range shifts are expected to occur when populations at one range margin per-form better than those at the other margin, yet no global trend in population per-formances at range margins has been demonstrated empirically across a wide range of taxa and biomes. Here we test the prediction that, if impacts of ongoing climate change on performance in marginal populations are widespread, then populations from the high- latitude margin (HLM) should perform as well as or better than central populations, whereas low- latitude margin (LLM) populations should perform worse., [Location]: Global., [Time period]: 1995–2019., [Major taxa studied]: Plants and animals., [Methods]: To test our prediction, we used a meta-analysis to quantify empirical sup-port for asymmetry in the performance of high- and low- latitude margin populations compared to central populations. Performance estimates (survival, reproduction, or lifetime fitness) for populations occurring in their natural environment were derived from 51 papers involving 113 margin-centre comparisons from 54 species and 705 populations from the Americas, Europe, Africa and Australia. We then related these performance differences to climatic differences among populations. We also tested whether patterns are consistent across taxonomic kingdoms (plants vs animals) and across realms (marine vs terrestrial)., [Results]: Populations at margins performed significantly worse than central popula-tions, and this trend was primarily driven by the low- latitude margin. Although the dif-ference was of small magnitude, it was largely consistent across biological kingdoms and realms. Differences in performance were weakly (p= .08) related to the differ-ence in average temperatures between central and marginal populations., [Main conclusions]: The observed asymmetry in performance in marginal populations is consistent with predictions about the effects of global climate change, though fur-ther research is needed to confirm the effect of climate. It indicates that changes in demographic rates in marginal populations can serve as early-warning signals of impending range shifts

Published
2023

27. Widespread latitudinal asymmetry in the performance of marginal populations: A meta-analysis

Author

Universidad de Sevilla. Departamento de Biología Vegetal y Ecología, NordForsk, Ministerio de Ciencia e Innovación (MICIN). España, Natural Environment Research Council, Ministerio de Economía y Competitividad (MINECO). España, Universidad de Sevilla, Pulido, Fernando, Castagneyrol, Bastien, Rodríguez Sánchez, Francisco, Cáceres, Yónatan, Pardo, Adara, Moracho, Eva, Kollmann, Johannes, Valladares, Fernando, Ehrlén, Johan, Jump, Alistair S., Svenning, Jens-Christian, Hampe, Arndt, Universidad de Sevilla. Departamento de Biología Vegetal y Ecología, NordForsk, Ministerio de Ciencia e Innovación (MICIN). España, Natural Environment Research Council, Ministerio de Economía y Competitividad (MINECO). España, Universidad de Sevilla, Pulido, Fernando, Castagneyrol, Bastien, Rodríguez Sánchez, Francisco, Cáceres, Yónatan, Pardo, Adara, Moracho, Eva, Kollmann, Johannes, Valladares, Fernando, Ehrlén, Johan, Jump, Alistair S., Svenning, Jens-Christian, and Hampe, Arndt

Abstract

Aim: Range shifts are expected to occur when populations at one range margin perform better than those at the other margin, yet no global trend in population performances at range margins has been demonstrated empirically across a wide range of taxa and biomes. Here we test the prediction that, if impacts of ongoing climate change on performance in marginal populations are widespread, then populations from the high-latitude margin (HLM) should perform as well as or better than central populations, whereas low-latitude margin (LLM) populations should perform worse. Location: Global. Time period: 1995–2019. Major taxa studied: Plants and animals. Methods: To test our prediction, we used a meta-analysis to quantify empirical support for asymmetry in the performance of high- and low-latitude margin populations compared to central populations. Performance estimates (survival, reproduction, or lifetime fitness) for populations occurring in their natural environment were derived from 51 papers involving 113 margin-centre comparisons from 54 species and 705 populations from the Americas, Europe, Africa and Australia. We then related these performance differences to climatic differences among populations. We also tested whether patterns are consistent across taxonomic kingdoms (plants vs animals) and across realms (marine vs terrestrial). Results: Populations at margins performed significantly worse than central populations, and this trend was primarily driven by the low-latitude margin. Although the difference was of small magnitude, it was largely consistent across biological kingdoms and realms. Differences in performance were weakly (p =.08) related to the difference in average temperatures between central and marginal populations. Main conclusions: The observed asymmetry in performance in marginal populations is consistent with predictions about the effects of global climate change, though further research is needed to confirm the effect of climate. It indicates that ch

Published
2023

29. Topography-driven isolation, speciation and a global increase of endemism with elevation

Author

Steinbauer, Manuel J., Field, Richard, Grytnes, John-Arvid, Trigas, Panayiotis, Ah-Peng, Claudine, Attorre, Fabio, Birks, H. John B., Borges, Paulo A. V., Cardoso, Pedro, Chou, Chang-Hung, De Sanctis, Michele, de Sequeira, Miguel M., Duarte, Maria C., Elias, Rui B., Fernández-Palacios, José María, Gabriel, Rosalina, Gereau, Roy E., Gillespie, Rosemary G., Greimler, Josef, Harter, David E. V., Huang, Tsurng-Juhn, Irl, Severin D. H., Jeanmonod, Daniel, Jentsch, Anke, Jump, Alistair S., Kueffer, Christoph, Nogué, Sandra, Otto, Rüdiger, Price, Jonathan, Romeiras, Maria M., Strasberg, Dominique, Stuessy, Tod, Svenning, Jens-Christian, Vetaas, Ole R., and Beierkuhnlein, Carl

Published
2016

38. Global maps of soil temperature

Author

Lembrechts, Jonas J, van den Hoogen, Johan, Aalto, Juha, Ashcroft, Michael B, De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M D, Crowther, Thomas W, Bailey, Joseph J, Haesen, Stef, Klinges, David H, Niittynen, Pekka, and Jump, Alistair S.

Subjects
near-surface temperatures, bioclimatic variables, soil temperature, temperature offset, global maps, soil-dwelling organisms, weather stations, microclimate
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-km² 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-km² pixels (summarized from 8500 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.

Published
2022

39. The benefits of mountain woodland restoration

Author

Watts, Sarah H and Jump, Alistair S

Subjects
Environmental management, Conservation policy, Natural capital, Nature-based solutions, Climate change, Ecosystem services, Biodiversity, Montane scrub
Abstract

Mountain woodland ecotones require urgent action to reverse long-term habitat degradation and biodiversity loss. There is growing interest in restoring high-elevation woodland and scrub communities, harnessing planting and natural regeneration. Emissions offsetting has been a key driver, yet mountain systems offer slower mechanisms for biomass accumulation due to their typically smaller size, lower density and slower growth than forests at lower elevations. We argue that the natural capital afforded by mountain woodland restoration is far more comprehensive than carbon sequestration alone and encompasses an important array of ecosystem services and biodiversity gains. Improved opportunities for wildlife and people include natural hazard protection, sheltering, structural variability, vegetation diversity and recreation. Furthermore, mountain woodland restoration provides critically needed nature- based solutions for reducing threats from escalating climate change such as soil erosion, flooding, warming temperatures and extreme weather. It is imperative that these benefits are embedded within conservation policy and environmental incentives.

Published
2022

40. Global maps of soil temperature

Author

Lembrechts, Jonas J., van den Hoogen, Johan, Aalto, Juha, Ashcroft, Michael B., De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M. D., Crowther, Thomas W., Bailey, Joseph J., Haesen, Stef, Klinges, David H., Niittynen, Pekka, Scheffers, Brett R., Van Meerbeek, Koenraad, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M., Alexander, Jake M., Allonsius, Camille Nina, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L., Assmann, Jakob Johann, Bader, Maaike Y., Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C., Barros, Agustina, Barthel, Matti, Basham, Edmund W., Bauters, Marijn, Bazzichetto, Manuele, Belelli Marchesini, Luca, Bell, Michael C., Benavides, Juan C., Benito Alonso, José Luis, Berauer, Bernd J., Bjerke, Jarle W., Björk, Robert G., Björkman, Mats P., Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N. S., Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Camargo, Jose Luis C., Campoe, Otavio, Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova-Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L., Cifuentes, Edgar F., Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J., Cremonese, Eodardo, Curasi, Salvatore R., Curtis, Robin, Cutini, Maurizio, Dahlberg, C. Johan, Daskalova, Gergana N., de Pablo, Miguel Angel, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D., Dolezal, Jiri, Dorrepaal, Ellen, Dusek, Jiri, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E., Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M., Exton, Dan A., Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Fernández Calzado, M. Rosa, Fernández-Pascual, Eduardo, Finckh, Manfred, Finger Higgens, Rebecca, Forte, T'ai G. W., Freeman, Erika C., Frei, Esther R., Fuentes-Lillo, Eduardo, García, Rafael A., García, María B., Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Jessen Graae, Bente, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoït, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H., Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V., Hederová, Lucia, Heinesch, Bernard, Helfters, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S., Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Hoye, Toke T., Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Jackowicz-Korczynski, Marcin, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J., Jónsdóttir, Ingibjörg S., Jucker, Tommaso, Jump, Alistair S., Juszczak, Radoslaw, Kanka, Robert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A., Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M., Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I., Larson, Christian, Larson, Keith, Laska, Kamil, Le Maire, Guerric, Leihy, Rachel I., Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Malis, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Mazzolari, Ana Clara, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, de Cássia Guimarães Mesquita, Rita, Meusburger, Katrin, Meysman, Filip J.R., Michaletz, Sean T., Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana-Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonnathan R., Muffler, Lena, Muñoz-Rojas, Miriam, Myers, Jonnathan A., Myers-Smith, Isla H., Nagy, Laszlo, Nardino, Marianna, Naujokaitis-Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B., Normand, Signe, Nosetto, Marcelo, Nouvellon, Yann, Nunez, Martin, Ogaya, Romà, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Olesen, Jørgen Eivind, Opedal, Oystein H., Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V., Pärtel, Meelis, Pastor, Ada, Pauchard, Anibal, Pauli, Harald, Pavelka, Marian, Pearse, William D., Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M., Peñuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S., Phoenix, Gareth K., Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo-Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S., Puchalka, Radoslaw, Puscas, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C., Rixen, Christian, Robinson, Sharon A., Robroek, Bjorn J.M., Rocha, Adrian V., Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, et al., Lembrechts, Jonas J., van den Hoogen, Johan, Aalto, Juha, Ashcroft, Michael B., De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M. D., Crowther, Thomas W., Bailey, Joseph J., Haesen, Stef, Klinges, David H., Niittynen, Pekka, Scheffers, Brett R., Van Meerbeek, Koenraad, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M., Alexander, Jake M., Allonsius, Camille Nina, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L., Assmann, Jakob Johann, Bader, Maaike Y., Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C., Barros, Agustina, Barthel, Matti, Basham, Edmund W., Bauters, Marijn, Bazzichetto, Manuele, Belelli Marchesini, Luca, Bell, Michael C., Benavides, Juan C., Benito Alonso, José Luis, Berauer, Bernd J., Bjerke, Jarle W., Björk, Robert G., Björkman, Mats P., Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N. S., Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Camargo, Jose Luis C., Campoe, Otavio, Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova-Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L., Cifuentes, Edgar F., Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J., Cremonese, Eodardo, Curasi, Salvatore R., Curtis, Robin, Cutini, Maurizio, Dahlberg, C. Johan, Daskalova, Gergana N., de Pablo, Miguel Angel, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D., Dolezal, Jiri, Dorrepaal, Ellen, Dusek, Jiri, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E., Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M., Exton, Dan A., Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Fernández Calzado, M. Rosa, Fernández-Pascual, Eduardo, Finckh, Manfred, Finger Higgens, Rebecca, Forte, T'ai G. W., Freeman, Erika C., Frei, Esther R., Fuentes-Lillo, Eduardo, García, Rafael A., García, María B., Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Jessen Graae, Bente, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoït, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H., Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V., Hederová, Lucia, Heinesch, Bernard, Helfters, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S., Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Hoye, Toke T., Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Jackowicz-Korczynski, Marcin, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J., Jónsdóttir, Ingibjörg S., Jucker, Tommaso, Jump, Alistair S., Juszczak, Radoslaw, Kanka, Robert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A., Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M., Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I., Larson, Christian, Larson, Keith, Laska, Kamil, Le Maire, Guerric, Leihy, Rachel I., Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Malis, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Mazzolari, Ana Clara, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, de Cássia Guimarães Mesquita, Rita, Meusburger, Katrin, Meysman, Filip J.R., Michaletz, Sean T., Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana-Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonnathan R., Muffler, Lena, Muñoz-Rojas, Miriam, Myers, Jonnathan A., Myers-Smith, Isla H., Nagy, Laszlo, Nardino, Marianna, Naujokaitis-Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B., Normand, Signe, Nosetto, Marcelo, Nouvellon, Yann, Nunez, Martin, Ogaya, Romà, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Olesen, Jørgen Eivind, Opedal, Oystein H., Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V., Pärtel, Meelis, Pastor, Ada, Pauchard, Anibal, Pauli, Harald, Pavelka, Marian, Pearse, William D., Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M., Peñuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S., Phoenix, Gareth K., Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo-Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S., Puchalka, Radoslaw, Puscas, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C., Rixen, Christian, Robinson, Sharon A., Robroek, Bjorn J.M., Rocha, Adrian V., Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, and et al.

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-km2 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-km2 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.

Published
2022

41. Jet stream position explains regional anomalies in European beech forest productivity and tree growth

Author

Fundación la Caixa, Universidad Politécnica de Madrid, University of Arizona, Ministerio de Educación (España), National Science Foundation (US), Ministerio de Ciencia, Innovación y Universidades (España), Agencia Estatal de Investigación (España), Foundation for Polish Science, European Commission, Bavarian State Ministry of Education, Science and the Arts, Junta de Andalucía, Swiss National Science Foundation, Natural Environment Research Council (UK), German Research Foundation, Ministry of Research, Innovation and Digitization (Romania), Ministry of Education and Research (Romania), Slovenian Research Agency, Camarero, Jesús Julio [0000-0003-2436-2922], Sánchez-Salguero, Raúl [0000-0002-6545-5810], Dorado-Liñán, Isabel, Ayarzagüena, Blanca, Babst, Flurin, Xu, Guobao, Gil, Luis, Battipaglia, Giovanna, Buras, Allan, Čada, Vojtěch, Camarero, Jesús Julio, Cavin, Liam, Claessens, Hugues, Drobyshev, Igor, Garamszegi, Balázs, Grabner, Michael, Hacket-Pain, Andrew, Hartl, Claudia, Hevia, Andrea, Janda, Pavel, Jump, Alistair S., Kazimirovic, Marko, Keren, Srdjan, Kreyling, Juergen, Land, Alexander, Latte, Nicolas, Levanič, Tom, van der Maaten, Ernst, van der Maaten-Theunissen, Marieke, Martínez-Sancho, Elisabet, Menzel, Annette, Mikoláš, Martin, Motta, Renzo, Muffler, Lena, Nola, Paola, Panayotov, Momchil, Petritan, Any Mary, Petritan, Ion Catalin, Popa, Ionel, Prislan, Peter, Roibu, Catalin-Constantin, Rydval, Miloš, Sánchez-Salguero, Raúl, Scharnweber, Tobias, Stajić, Branko, Svoboda, Miroslav, Tegel, Willy, Teodosiu, Marius, Toromani, Elvin, Trotsiuk, Volodymyr, Turcu, Daniel-Ond, Weigel, Robert, Wilmking, Martin, Zang, Christian, Zlatanov, Tzvetan, Trouet, Valerie, Fundación la Caixa, Universidad Politécnica de Madrid, University of Arizona, Ministerio de Educación (España), National Science Foundation (US), Ministerio de Ciencia, Innovación y Universidades (España), Agencia Estatal de Investigación (España), Foundation for Polish Science, European Commission, Bavarian State Ministry of Education, Science and the Arts, Junta de Andalucía, Swiss National Science Foundation, Natural Environment Research Council (UK), German Research Foundation, Ministry of Research, Innovation and Digitization (Romania), Ministry of Education and Research (Romania), Slovenian Research Agency, Camarero, Jesús Julio [0000-0003-2436-2922], Sánchez-Salguero, Raúl [0000-0002-6545-5810], Dorado-Liñán, Isabel, Ayarzagüena, Blanca, Babst, Flurin, Xu, Guobao, Gil, Luis, Battipaglia, Giovanna, Buras, Allan, Čada, Vojtěch, Camarero, Jesús Julio, Cavin, Liam, Claessens, Hugues, Drobyshev, Igor, Garamszegi, Balázs, Grabner, Michael, Hacket-Pain, Andrew, Hartl, Claudia, Hevia, Andrea, Janda, Pavel, Jump, Alistair S., Kazimirovic, Marko, Keren, Srdjan, Kreyling, Juergen, Land, Alexander, Latte, Nicolas, Levanič, Tom, van der Maaten, Ernst, van der Maaten-Theunissen, Marieke, Martínez-Sancho, Elisabet, Menzel, Annette, Mikoláš, Martin, Motta, Renzo, Muffler, Lena, Nola, Paola, Panayotov, Momchil, Petritan, Any Mary, Petritan, Ion Catalin, Popa, Ionel, Prislan, Peter, Roibu, Catalin-Constantin, Rydval, Miloš, Sánchez-Salguero, Raúl, Scharnweber, Tobias, Stajić, Branko, Svoboda, Miroslav, Tegel, Willy, Teodosiu, Marius, Toromani, Elvin, Trotsiuk, Volodymyr, Turcu, Daniel-Ond, Weigel, Robert, Wilmking, Martin, Zang, Christian, Zlatanov, Tzvetan, and Trouet, Valerie

Abstract

The mechanistic pathways connecting ocean-atmosphere variability and terrestrial productivity are well-established theoretically, but remain challenging to quantify empirically. Such quantification will greatly improve the assessment and prediction of changes in terrestrial carbon sequestration in response to dynamically induced climatic extremes. The jet stream latitude (JSL) over the North Atlantic-European domain provides a synthetic and robust physical framework that integrates climate variability not accounted for by atmospheric circulation patterns alone. Surface climate impacts of north-south summer JSL displacements are not uniform across Europe, but rather create a northwestern-southeastern dipole in forest productivity and radial-growth anomalies. Summer JSL variability over the eastern North Atlantic-European domain (5-40E) exerts the strongest impact on European beech, inducing anomalies of up to 30% in modelled gross primary productivity and 50% in radial tree growth. The net effects of JSL movements on terrestrial carbon fluxes depend on forest density, carbon stocks, and productivity imbalances across biogeographic regions.

Published
2022

42. Global maps of soil temperature

Author

Benito Alonso, José Luis [0000-0003-1086-8834], García González, María Begoña [0000-0003-4231-6006], Ogaya, Romá [0000-0003-4927-8479], Peñuelas, Josep [0000-0002-7215-0150], Hampe, Arndt [0000-0003-2551-9784], Hoffrén, Raúl [0000-0002-9123-304X], Poyatos, Rafael [0000-0003-0521-2523], Lembrechts, Jonas J., Hoogen, Johan van den, Aalto, Juha, Ashcroft, Michael B., De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M. D., Crowther, Thomas W., Bailey, Joseph J., Haesen, Stef, Klinges, David H., Niittynen, Pekka, Scheffers, Brett R., Meerbeek, Koenraad Van, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M., Alexander, Jake M., Allonsius, Camille Nina, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L., Assmann, Jakob Johann, Bader, Maaike Y., Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C., Barros, Agustina, Barthel, Matti, Basham, Edmund W., Bauters, Marijn, Bazzichetto, Manuele, Marchesini, Luca Belelli, Bell, Michael C., Benavides, Juan C., Benito Alonso, José Luis, Berauer, Bernd J., Bjerke, Jarle W., Björk, Robert G., Björkman, Mats P., Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N. S., Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Camargo, José Luís, Campoe, Otávio C., Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova-Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L., Cifuentes, Edgar F., Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J., Cremonese, Edoardo, Curasi, Salvatore R., Curtis, Robin, Cutini, Maurizio, Dahlberg, C. Johan, Daskalova, Gergana N., Pablo, Miguel Ángel de, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Descombes, Patrice, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D., Dolezal, Jiri, Dorrepaal, Ellen, Dušek, Jiří, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E., Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M., Exton, Dan A., Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Fernández Calzado, María Rosa, Fernández-Pascual, Eduardo, Finckh, Manfred, Finger Higgens, Rebecca, Forte, T'ai G. W., Freeman, Erika C., Frei, Esther R., Fuentes-Lillo, Eduardo, García, Rafael A., García González, María Begoña, Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Graae, Bente Jessen, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoit, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H., Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V., Hederová, Lucia, Heinesch, Bernard, Helfter, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S., Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Høye, Toke T., Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Jackowicz-Korczynski, Marcin Antoni, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J., Jónsdóttir, Ingibjörg S., Jucker, Tommaso, Jump, Alistair S., Juszczak, Radoslaw, Kanka, Róbert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A., Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M., Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I., Larson, Christian, Larson, Keith, Laska, Kamil, Le Maire, Guerric, Leihy, Rachel I., Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Máliš, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Mazzolari, Ana Clara, Medinets, Sergiy, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, Mesquita, Rita de Cássia Guimarães, Meusburger, Katrin, Meysman, Filip J. R., Michaletz, Sean T., Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana-Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonathan R., Muffler, Lena, Muñoz-Rojas, Miriam, Myers, Jonathan A., Myers-Smith, Isla H., Nagy, Laszlo, Nardino, Marianna, Naujokaitis-Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B., Normand, Signe, Nosetto, Marcelo D., Nouvellon, Yann, Nuñez, Martin A., Ogaya, Romá, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Olesen, Jørgen Eivind, Opedal, Øystein H., Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V., Pärtel, Meelis, Pastor, Ada, Pauchard, Aníbal, Pauli, Harald, Pavelka, Marian, Pearse, William D., Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M., Peñuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S., Phoenix, Gareth K., Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo-Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S., Puchalka, Radoslaw, Pușcaș, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C., Rixen, Christian, Robinson, Sharon A., Robroek, Bjorn J. M., Rocha, Adrian V., Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, Rubtsov, Alexey V., Saccone, Patrick, Sagot, Clotilde, Sallo Bravo, Jhonatan, Santos, Cinthya C., Sarneel, Judith M., Scharnweber, Tobias, Schmeddes, Jonas, Schmidt, Marius, Scholten, Thomas, Schuchardt, Max, Schwartz, Naomi, Scott, Tony, Seeber, Julia, Segalin de Andrade, Ana Cristina, Seipel, Tim, Semenchuk, Philipp, Senior, Rebecca A., Serra-Diaz, Josep M., Sewerniak, Piotr, Shekhar, Ankit, Sidenko, Nikita V., Siebicke, Lukas, Siegwart Collier, Laura, Simpson, Elizabeth, Siqueira, David P., Sitková, Zuzana, Six, Johan, Smiljanic, Marko, Smith, Stuart W., Smith-Tripp, Sarah, Somers, Ben, Sørensen, Mia Vedel, Souza, José João L. L., Souza, Bartolomeu Israel, Souza Dias, Arildo, Spasojevic, Marko J., Speed, James D. M., Spicher, Fabien, Stanisci, Angela, Steinbauer, Klaus, Steinbrecher, Rainer, Steinwandter, Michael, Stemkovski, Michael, Stephan, Jörg G., Stiegler, Christian, Stoll, Stefan, Svátek, Martin, Svoboda, Miroslav, Tagesson, Torbern, Tanentzap, Andrew J., Tanneberger, Franziska, Theurillat, Jean-Paul, Thomas, Haydn J. D., Thomas, Andrew D., Tielbörger, Katja, Tomaselli, Marcello, Treier, Urs Albert, Trouillier, Mario, Turtureanu, Pavel Dan, Tutton, Rosamond, Tyystjärvi, Vilna A., Ueyama, Masahito, Ujházy, Karol, Ujházyová, Mariana, Uogintas, Domas, Urban, Anastasiya V., Urban, Josef, Urbaniak, Marek, Ursu, Tudor-Mihai, Vaccari, Francesco Primo, Van de Vondel, Stijn, van den Brink, Liesbeth, Van Geel, Maarten, Vandvik, Vigdis, Vangansbeke, Pieter, Varlagin, Andrej, Veen, G. F., Veenendaal, Elmar, Venn, Susanna E., Verbeeck, Hans, Verbrugggen, Erik, Verheijen, Frank G. A., Villar Pérez, Luis, Vitale, Luca, Vittoz, Pascal, Vives-Ingla, Maria, Oppen, Jonathan von, Walz, Josefine, Wang, Runxi, Wang, Yifeng, Way, Robert G., Wedegärtner, Ronja E. M., Weigel, Robert, Wild, Jan, Wilkinson, Matthew, Wilmking, Martin, Wingate, Lisa, Winkler, Manuela, Wipf, Sonja, Wohlfahrt, Georg, Xenakis, Georgios, Yang, Yan, Yu, Zicheng, Yu, Kailiang, Zellweger, Florian, Zhang, Jian, Zhang, Zhaochen, Zhao, Peng, Ziemblińska, Klaudia, Zimmermann, Reiner, Zong, Shengwei, Zyryanov, Viacheslav I., Nijs, Ivan, Lenoir, Jonathan, Benito Alonso, José Luis [0000-0003-1086-8834], García González, María Begoña [0000-0003-4231-6006], Ogaya, Romá [0000-0003-4927-8479], Peñuelas, Josep [0000-0002-7215-0150], Hampe, Arndt [0000-0003-2551-9784], Hoffrén, Raúl [0000-0002-9123-304X], Poyatos, Rafael [0000-0003-0521-2523], Lembrechts, Jonas J., Hoogen, Johan van den, Aalto, Juha, Ashcroft, Michael B., De Frenne, Pieter, Kemppinen, Julia, Kopecký, Martin, Luoto, Miska, Maclean, Ilya M. D., Crowther, Thomas W., Bailey, Joseph J., Haesen, Stef, Klinges, David H., Niittynen, Pekka, Scheffers, Brett R., Meerbeek, Koenraad Van, Aartsma, Peter, Abdalaze, Otar, Abedi, Mehdi, Aerts, Rien, Ahmadian, Negar, Ahrends, Antje, Alatalo, Juha M., Alexander, Jake M., Allonsius, Camille Nina, Altman, Jan, Ammann, Christof, Andres, Christian, Andrews, Christopher, Ardö, Jonas, Arriga, Nicola, Arzac, Alberto, Aschero, Valeria, Assis, Rafael L., Assmann, Jakob Johann, Bader, Maaike Y., Bahalkeh, Khadijeh, Barančok, Peter, Barrio, Isabel C., Barros, Agustina, Barthel, Matti, Basham, Edmund W., Bauters, Marijn, Bazzichetto, Manuele, Marchesini, Luca Belelli, Bell, Michael C., Benavides, Juan C., Benito Alonso, José Luis, Berauer, Bernd J., Bjerke, Jarle W., Björk, Robert G., Björkman, Mats P., Björnsdóttir, Katrin, Blonder, Benjamin, Boeckx, Pascal, Boike, Julia, Bokhorst, Stef, Brum, Bárbara N. S., Brůna, Josef, Buchmann, Nina, Buysse, Pauline, Camargo, José Luís, Campoe, Otávio C., Candan, Onur, Canessa, Rafaella, Cannone, Nicoletta, Carbognani, Michele, Carnicer, Jofre, Casanova-Katny, Angélica, Cesarz, Simone, Chojnicki, Bogdan, Choler, Philippe, Chown, Steven L., Cifuentes, Edgar F., Čiliak, Marek, Contador, Tamara, Convey, Peter, Cooper, Elisabeth J., Cremonese, Edoardo, Curasi, Salvatore R., Curtis, Robin, Cutini, Maurizio, Dahlberg, C. Johan, Daskalova, Gergana N., Pablo, Miguel Ángel de, Della Chiesa, Stefano, Dengler, Jürgen, Deronde, Bart, Descombes, Patrice, Di Cecco, Valter, Di Musciano, Michele, Dick, Jan, Dimarco, Romina D., Dolezal, Jiri, Dorrepaal, Ellen, Dušek, Jiří, Eisenhauer, Nico, Eklundh, Lars, Erickson, Todd E., Erschbamer, Brigitta, Eugster, Werner, Ewers, Robert M., Exton, Dan A., Fanin, Nicolas, Fazlioglu, Fatih, Feigenwinter, Iris, Fenu, Giuseppe, Ferlian, Olga, Fernández Calzado, María Rosa, Fernández-Pascual, Eduardo, Finckh, Manfred, Finger Higgens, Rebecca, Forte, T'ai G. W., Freeman, Erika C., Frei, Esther R., Fuentes-Lillo, Eduardo, García, Rafael A., García González, María Begoña, Géron, Charly, Gharun, Mana, Ghosn, Dany, Gigauri, Khatuna, Gobin, Anne, Goded, Ignacio, Goeckede, Mathias, Gottschall, Felix, Goulding, Keith, Govaert, Sanne, Graae, Bente Jessen, Greenwood, Sarah, Greiser, Caroline, Grelle, Achim, Guénard, Benoit, Guglielmin, Mauro, Guillemot, Joannès, Haase, Peter, Haider, Sylvia, Halbritter, Aud H., Hamid, Maroof, Hammerle, Albin, Hampe, Arndt, Haugum, Siri V., Hederová, Lucia, Heinesch, Bernard, Helfter, Carole, Hepenstrick, Daniel, Herberich, Maximiliane, Herbst, Mathias, Hermanutz, Luise, Hik, David S., Hoffrén, Raúl, Homeier, Jürgen, Hörtnagl, Lukas, Høye, Toke T., Hrbacek, Filip, Hylander, Kristoffer, Iwata, Hiroki, Jackowicz-Korczynski, Marcin Antoni, Jactel, Hervé, Järveoja, Järvi, Jastrzębowski, Szymon, Jentsch, Anke, Jiménez, Juan J., Jónsdóttir, Ingibjörg S., Jucker, Tommaso, Jump, Alistair S., Juszczak, Radoslaw, Kanka, Róbert, Kašpar, Vít, Kazakis, George, Kelly, Julia, Khuroo, Anzar A., Klemedtsson, Leif, Klisz, Marcin, Kljun, Natascha, Knohl, Alexander, Kobler, Johannes, Kollár, Jozef, Kotowska, Martyna M., Kovács, Bence, Kreyling, Juergen, Lamprecht, Andrea, Lang, Simone I., Larson, Christian, Larson, Keith, Laska, Kamil, Le Maire, Guerric, Leihy, Rachel I., Lens, Luc, Liljebladh, Bengt, Lohila, Annalea, Lorite, Juan, Loubet, Benjamin, Lynn, Joshua, Macek, Martin, Mackenzie, Roy, Magliulo, Enzo, Maier, Regine, Malfasi, Francesco, Máliš, František, Man, Matěj, Manca, Giovanni, Manco, Antonio, Manise, Tanguy, Manolaki, Paraskevi, Marciniak, Felipe, Matula, Radim, Mazzolari, Ana Clara, Medinets, Sergiy, Medinets, Volodymyr, Meeussen, Camille, Merinero, Sonia, Mesquita, Rita de Cássia Guimarães, Meusburger, Katrin, Meysman, Filip J. R., Michaletz, Sean T., Milbau, Ann, Moiseev, Dmitry, Moiseev, Pavel, Mondoni, Andrea, Monfries, Ruth, Montagnani, Leonardo, Moriana-Armendariz, Mikel, Morra di Cella, Umberto, Mörsdorf, Martin, Mosedale, Jonathan R., Muffler, Lena, Muñoz-Rojas, Miriam, Myers, Jonathan A., Myers-Smith, Isla H., Nagy, Laszlo, Nardino, Marianna, Naujokaitis-Lewis, Ilona, Newling, Emily, Nicklas, Lena, Niedrist, Georg, Niessner, Armin, Nilsson, Mats B., Normand, Signe, Nosetto, Marcelo D., Nouvellon, Yann, Nuñez, Martin A., Ogaya, Romá, Ogée, Jérôme, Okello, Joseph, Olejnik, Janusz, Olesen, Jørgen Eivind, Opedal, Øystein H., Orsenigo, Simone, Palaj, Andrej, Pampuch, Timo, Panov, Alexey V., Pärtel, Meelis, Pastor, Ada, Pauchard, Aníbal, Pauli, Harald, Pavelka, Marian, Pearse, William D., Peichl, Matthias, Pellissier, Loïc, Penczykowski, Rachel M., Peñuelas, Josep, Petit Bon, Matteo, Petraglia, Alessandro, Phartyal, Shyam S., Phoenix, Gareth K., Pio, Casimiro, Pitacco, Andrea, Pitteloud, Camille, Plichta, Roman, Porro, Francesco, Portillo-Estrada, Miguel, Poulenard, Jérôme, Poyatos, Rafael, Prokushkin, Anatoly S., Puchalka, Radoslaw, Pușcaș, Mihai, Radujković, Dajana, Randall, Krystal, Ratier Backes, Amanda, Remmele, Sabine, Remmers, Wolfram, Renault, David, Risch, Anita C., Rixen, Christian, Robinson, Sharon A., Robroek, Bjorn J. M., Rocha, Adrian V., Rossi, Christian, Rossi, Graziano, Roupsard, Olivier, Rubtsov, Alexey V., Saccone, Patrick, Sagot, Clotilde, Sallo Bravo, Jhonatan, Santos, Cinthya C., Sarneel, Judith M., Scharnweber, Tobias, Schmeddes, Jonas, Schmidt, Marius, Scholten, Thomas, Schuchardt, Max, Schwartz, Naomi, Scott, Tony, Seeber, Julia, Segalin de Andrade, Ana Cristina, Seipel, Tim, Semenchuk, Philipp, Senior, Rebecca A., Serra-Diaz, Josep M., Sewerniak, Piotr, Shekhar, Ankit, Sidenko, Nikita V., Siebicke, Lukas, Siegwart Collier, Laura, Simpson, Elizabeth, Siqueira, David P., Sitková, Zuzana, Six, Johan, Smiljanic, Marko, Smith, Stuart W., Smith-Tripp, Sarah, Somers, Ben, Sørensen, Mia Vedel, Souza, José João L. L., Souza, Bartolomeu Israel, Souza Dias, Arildo, Spasojevic, Marko J., Speed, James D. M., Spicher, Fabien, Stanisci, Angela, Steinbauer, Klaus, Steinbrecher, Rainer, Steinwandter, Michael, Stemkovski, Michael, Stephan, Jörg G., Stiegler, Christian, Stoll, Stefan, Svátek, Martin, Svoboda, Miroslav, Tagesson, Torbern, Tanentzap, Andrew J., Tanneberger, Franziska, Theurillat, Jean-Paul, Thomas, Haydn J. D., Thomas, Andrew D., Tielbörger, Katja, Tomaselli, Marcello, Treier, Urs Albert, Trouillier, Mario, Turtureanu, Pavel Dan, Tutton, Rosamond, Tyystjärvi, Vilna A., Ueyama, Masahito, Ujházy, Karol, Ujházyová, Mariana, Uogintas, Domas, Urban, Anastasiya V., Urban, Josef, Urbaniak, Marek, Ursu, Tudor-Mihai, Vaccari, Francesco Primo, Van de Vondel, Stijn, van den Brink, Liesbeth, Van Geel, Maarten, Vandvik, Vigdis, Vangansbeke, Pieter, Varlagin, Andrej, Veen, G. F., Veenendaal, Elmar, Venn, Susanna E., Verbeeck, Hans, Verbrugggen, Erik, Verheijen, Frank G. A., Villar Pérez, Luis, Vitale, Luca, Vittoz, Pascal, Vives-Ingla, Maria, Oppen, Jonathan von, Walz, Josefine, Wang, Runxi, Wang, Yifeng, Way, Robert G., Wedegärtner, Ronja E. M., Weigel, Robert, Wild, Jan, Wilkinson, Matthew, Wilmking, Martin, Wingate, Lisa, Winkler, Manuela, Wipf, Sonja, Wohlfahrt, Georg, Xenakis, Georgios, Yang, Yan, Yu, Zicheng, Yu, Kailiang, Zellweger, Florian, Zhang, Jian, Zhang, Zhaochen, Zhao, Peng, Ziemblińska, Klaudia, Zimmermann, Reiner, Zong, Shengwei, Zyryanov, Viacheslav I., Nijs, Ivan, and Lenoir, Jonathan

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-km2 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-km2 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.

Published
2022

49. Global maps of soil temperature

Author

Lembrechts, Jonas J., primary, van den Hoogen, Johan, additional, Aalto, Juha, additional, Ashcroft, Michael B., additional, De Frenne, Pieter, additional, Kemppinen, Julia, additional, Kopecký, Martin, additional, Luoto, Miska, additional, Maclean, Ilya M. D., additional, Crowther, Thomas W., additional, Bailey, Joseph J., additional, Haesen, Stef, additional, Klinges, David H., additional, Niittynen, Pekka, additional, Scheffers, Brett R., additional, Van Meerbeek, Koenraad, additional, Aartsma, Peter, additional, Abdalaze, Otar, additional, Abedi, Mehdi, additional, Aerts, Rien, additional, Ahmadian, Negar, additional, Ahrends, Antje, additional, Alatalo, Juha M., additional, Alexander, Jake M., additional, Allonsius, Camille Nina, additional, Altman, Jan, additional, Ammann, Christof, additional, Andres, Christian, additional, Andrews, Christopher, additional, Ardö, Jonas, additional, Arriga, Nicola, additional, Arzac, Alberto, additional, Aschero, Valeria, additional, Assis, Rafael L., additional, Assmann, Jakob Johann, additional, Bader, Maaike Y., additional, Bahalkeh, Khadijeh, additional, Barančok, Peter, additional, Barrio, Isabel C., additional, Barros, Agustina, additional, Barthel, Matti, additional, Basham, Edmund W., additional, Bauters, Marijn, additional, Bazzichetto, Manuele, additional, Marchesini, Luca Belelli, additional, Bell, Michael C., additional, Benavides, Juan C., additional, Benito Alonso, José Luis, additional, Berauer, Bernd J., additional, Bjerke, Jarle W., additional, Björk, Robert G., additional, Björkman, Mats P., additional, Björnsdóttir, Katrin, additional, Blonder, Benjamin, additional, Boeckx, Pascal, additional, Boike, Julia, additional, Bokhorst, Stef, additional, Brum, Bárbara N. S., additional, Brůna, Josef, additional, Buchmann, Nina, additional, Buysse, Pauline, additional, Camargo, José Luís, additional, Campoe, Otávio C., additional, Candan, Onur, additional, Canessa, Rafaella, additional, Cannone, Nicoletta, additional, Carbognani, Michele, additional, Carnicer, Jofre, additional, Casanova‐Katny, Angélica, additional, Cesarz, Simone, additional, Chojnicki, Bogdan, additional, Choler, Philippe, additional, Chown, Steven L., additional, Cifuentes, Edgar F., additional, Čiliak, Marek, additional, Contador, Tamara, additional, Convey, Peter, additional, Cooper, Elisabeth J., additional, Cremonese, Edoardo, additional, Curasi, Salvatore R., additional, Curtis, Robin, additional, Cutini, Maurizio, additional, Dahlberg, C. Johan, additional, Daskalova, Gergana N., additional, de Pablo, Miguel Angel, additional, Della Chiesa, Stefano, additional, Dengler, Jürgen, additional, Deronde, Bart, additional, Descombes, Patrice, additional, Di Cecco, Valter, additional, Di Musciano, Michele, additional, Dick, Jan, additional, Dimarco, Romina D., additional, Dolezal, Jiri, additional, Dorrepaal, Ellen, additional, Dušek, Jiří, additional, Eisenhauer, Nico, additional, Eklundh, Lars, additional, Erickson, Todd E., additional, Erschbamer, Brigitta, additional, Eugster, Werner, additional, Ewers, Robert M., additional, Exton, Dan A., additional, Fanin, Nicolas, additional, Fazlioglu, Fatih, additional, Feigenwinter, Iris, additional, Fenu, Giuseppe, additional, Ferlian, Olga, additional, Fernández Calzado, M. Rosa, additional, Fernández‐Pascual, Eduardo, additional, Finckh, Manfred, additional, Higgens, Rebecca Finger, additional, Forte, T'ai G. W., additional, Freeman, Erika C., additional, Frei, Esther R., additional, Fuentes‐Lillo, Eduardo, additional, García, Rafael A., additional, García, María B., additional, Géron, Charly, additional, Gharun, Mana, additional, Ghosn, Dany, additional, Gigauri, Khatuna, additional, Gobin, Anne, additional, Goded, Ignacio, additional, Goeckede, Mathias, additional, Gottschall, Felix, additional, Goulding, Keith, additional, Govaert, Sanne, additional, Graae, Bente Jessen, additional, Greenwood, Sarah, additional, Greiser, Caroline, additional, Grelle, Achim, additional, Guénard, Benoit, additional, Guglielmin, Mauro, additional, Guillemot, Joannès, additional, Haase, Peter, additional, Haider, Sylvia, additional, Halbritter, Aud H., additional, Hamid, Maroof, additional, Hammerle, Albin, additional, Hampe, Arndt, additional, Haugum, Siri V., additional, Hederová, Lucia, additional, Heinesch, Bernard, additional, Helfter, Carole, additional, Hepenstrick, Daniel, additional, Herberich, Maximiliane, additional, Herbst, Mathias, additional, Hermanutz, Luise, additional, Hik, David S., additional, Hoffrén, Raúl, additional, Homeier, Jürgen, additional, Hörtnagl, Lukas, additional, Høye, Toke T., additional, Hrbacek, Filip, additional, Hylander, Kristoffer, additional, Iwata, Hiroki, additional, Jackowicz‐Korczynski, Marcin Antoni, additional, Jactel, Hervé, additional, Järveoja, Järvi, additional, Jastrzębowski, Szymon, additional, Jentsch, Anke, additional, Jiménez, Juan J., additional, Jónsdóttir, Ingibjörg S., additional, Jucker, Tommaso, additional, Jump, Alistair S., additional, Juszczak, Radoslaw, additional, Kanka, Róbert, additional, Kašpar, Vít, additional, Kazakis, George, additional, Kelly, Julia, additional, Khuroo, Anzar A., additional, Klemedtsson, Leif, additional, Klisz, Marcin, additional, Kljun, Natascha, additional, Knohl, Alexander, additional, Kobler, Johannes, additional, Kollár, Jozef, additional, Kotowska, Martyna M., additional, Kovács, Bence, additional, Kreyling, Juergen, additional, Lamprecht, Andrea, additional, Lang, Simone I., additional, Larson, Christian, additional, Larson, Keith, additional, Laska, Kamil, additional, le Maire, Guerric, additional, Leihy, Rachel I., additional, Lens, Luc, additional, Liljebladh, Bengt, additional, Lohila, Annalea, additional, Lorite, Juan, additional, Loubet, Benjamin, additional, Lynn, Joshua, additional, Macek, Martin, additional, Mackenzie, Roy, additional, Magliulo, Enzo, additional, Maier, Regine, additional, Malfasi, Francesco, additional, Máliš, František, additional, Man, Matěj, additional, Manca, Giovanni, additional, Manco, Antonio, additional, Manise, Tanguy, additional, Manolaki, Paraskevi, additional, Marciniak, Felipe, additional, Matula, Radim, additional, Mazzolari, Ana Clara, additional, Medinets, Sergiy, additional, Medinets, Volodymyr, additional, Meeussen, Camille, additional, Merinero, Sonia, additional, Mesquita, Rita de Cássia Guimarães, additional, Meusburger, Katrin, additional, Meysman, Filip J. 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2022
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