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dc.contributor.authorGiménez-García, Angel-
dc.contributor.authorAllen-Perkins, Alfonso-
dc.contributor.authorBartomeus, Ignasi-
dc.contributor.authorBalbi, Stefano-
dc.contributor.authorKnapp, Jessica L.-
dc.contributor.authorHevia, Violeta-
dc.contributor.authorWoodcock, Ben A.-
dc.contributor.authorSmagghe, Guy-
dc.contributor.authorMiñarro, Marcos-
dc.contributor.authorEeraerts, Maxime-
dc.contributor.authorColville, Jonathan F.-
dc.contributor.authorHipólito, Juliana-
dc.contributor.authorCavigliasso, Pablo-
dc.contributor.authorNates-Parra, Guiomar-
dc.contributor.authorHerrera, José M.-
dc.contributor.authorCusser, Sarah-
dc.contributor.authorSimmons, Benno I.-
dc.contributor.authorWolters, Volkmar-
dc.contributor.authorJha, Shalene-
dc.contributor.authorFreitas, Breno M.-
dc.contributor.authorHorgan, Finbarr G.-
dc.contributor.authorArtz, Derek R.-
dc.contributor.authorSidhu, C. Sheena-
dc.contributor.authorOtieno, Mark-
dc.contributor.authorBoreux, Virginie-
dc.contributor.authorBiddinger, David J.-
dc.contributor.authorKlein, Alexandra-Maria-
dc.contributor.authorJoshi, Neelendra K.-
dc.contributor.authorStewart, Rebecca I. A.-
dc.contributor.authorAlbrecht, Matthias-
dc.contributor.authorNicholson, Charlie C.-
dc.contributor.authorO'Reilly, Alison D.-
dc.contributor.authorCrowder, David W.-
dc.contributor.authorBurns, Katherine L. W.-
dc.contributor.authorNabaes Jodar, Diego N.-
dc.contributor.authorGaribaldi, Lucas Alejandro-
dc.contributor.authorSutter, Louis-
dc.contributor.authorDupont, Yoko L.-
dc.contributor.authorDalsgaard, Bo-
dc.contributor.authorda Encarnação Coutinho, Jeferson Gabriel-
dc.contributor.authorLázaro, Amparo-
dc.contributor.authorAndersson, Georg K. S.-
dc.contributor.authorRaine, Nigel E.-
dc.contributor.authorKrishnan, Smitha-
dc.contributor.authorDainese, Matteo-
dc.contributor.authorvan der Werf, Wopke-
dc.contributor.authorSmith, Henrik G.-
dc.contributor.authorMagrach, Ainhoa-
dc.date.accessioned2024-02-22T13:06:05Z-
dc.date.available2024-02-22T13:06:05Z-
dc.date.issued2023-10-04-
dc.identifier.citationGiménez-García, A., Allen-Perkins, A., Bartomeus, I., Balbi, S., Knapp, J. L., Hevia, V., ... & Magrach, A. (2023). Pollination supply models from a local to global scale. Web Ecology, 23(2), 99-129.es_ES
dc.identifier.issn1399-1183es_ES
dc.identifier.otherhttps://we.copernicus.org/articles/23/99/2023/-
dc.identifier.urihttp://rid.unrn.edu.ar/handle/20.500.12049/11366-
dc.description.abstractEcological intensification has been embraced with great interest by the academic sector but is still rarely taken up by farmers because monitoring the state of different ecological functions is not straightforward. Modelling tools can represent a more accessible alternative of measuring ecological functions, which could help promote their use amongst farmers and other decision-makers. In the case of crop pollination, modelling has traditionally followed either a mechanistic or a data-driven approach. Mechanistic models simulate the habitat preferences and foraging behaviour of pollinators, while data-driven models associate georeferenced variables with real observations. Here, we test these two approaches to predict pollination supply and validate these predictions using data from a newly released global dataset on pollinator visitation rates to different crops. We use one of the most extensively used models for the mechanistic approach, while for the data-driven approach, we select from among a comprehensive set of state-of-the-art machine-learning models. Moreover, we explore a mixed approach, where data-derived inputs, rather than expert assessment, inform the mechanistic model. We find that, at a global scale, machine-learning models work best, offering a rank correlation coefficient between predictions and observations of pollinator visitation rates of 0.56. In turn, the mechanistic model works moderately well at a global scale for wild bees other than bumblebees. Biomes characterized by temperate or Mediterranean forests show a better agreement between mechanistic model predictions and observations, probably due to more comprehensive ecological knowledge and therefore better parameterization of input variables for these biomes. This study highlights the challenges of transferring input variables across multiple biomes, as expected given the different composition of species in different biomes. Our results provide clear guidance on which pollination supply models perform best at different spatial scales – the first step towards bridging the stakeholder–academia gap in modelling ecosystem service delivery under ecological intensification.es_ES
dc.format.extent99-129es_ES
dc.language.isoenes_ES
dc.publisherEEFes_ES
dc.relation.urihttps://www.web-ecology.net/es_ES
dc.rights.urihttp://creativecommons.org/licenses/by-nc-sa/4.0/-
dc.titlePollination supply models from a local to global scalees_ES
dc.typeArticuloes_ES
dc.rights.licenseCreative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0)-
dc.description.filiationFil: Giménez-García, Angel. Basque Centre for Climate Change. España.es_ES
dc.description.filiationFil: Allen-Perkins, Alfonso. Estación Biológica de Doñana. España.es_ES
dc.description.filiationFil: Bartomeus, Ignasi. Estación Biológica de Doñana. España.es_ES
dc.description.filiationFil: Balbi, Stefano. Basque Centre for Climate Change. España.es_ES
dc.description.filiationFil: Knapp, Jessica L. Lund University. Suecia.es_ES
dc.description.filiationFil: Hevia, Violeta. Universidad Autónoma de Madrid. España.es_ES
dc.description.filiationFil: Woodcock, Ben A. UK Centre for Ecology & Hydrology. Reino Unido.es_ES
dc.description.filiationFil: Smagghe, Guy. Ghent University. Bélgica.es_ES
dc.description.filiationFil: Miñarro, Marcos. Servicio Regional de Investigación y Desarrollo Agroalimentario. España.es_ES
dc.description.filiationFil: Eeraerts, Maxime. Michigan State University. Estados Unidos.es_ES
dc.description.filiationFil: Colville, Jonathan F. University of Cape Town. Sudáfrica.es_ES
dc.description.filiationFil: Hipólito, Juliana. Universidade Federal da Bahia. Brasil.es_ES
dc.description.filiationFil: Cavigliasso, Pablo. Instituto Nacional de Tecnología Agropecuaria. Córdoba, Argentina.es_ES
dc.description.filiationFil: Nates-Parra, Guiomar. Universidad Nacional de Colombia. Colombia.es_ES
dc.description.filiationFil: Herrera, José M. University of Cádiz. España.es_ES
dc.description.filiationFil: Cusser, Sarah. Santa Barbara Botanic Garden. Estados Unidos.es_ES
dc.description.filiationFil: Simmons, Benno I. University of Exeter. Reino Unido.es_ES
dc.description.filiationFil: Wolters, Volkmar. University of Giessen. Alemania.es_ES
dc.description.filiationFil: Jha, Shalene. University of Texas at Austin. Estados Unidos.es_ES
dc.description.filiationFil: Freitas, Breno M. Universidade Federal do Ceará. Brasil.es_ES
dc.description.filiationFil: Horgan, Finbarr G. Universidad Católica del Maule. Chile.es_ES
dc.description.filiationFil: Artz, Derek R. USDA Agricultural Research Service. Estados Unidos.es_ES
dc.description.filiationFil: Sidhu, C. Sheena. Stanford University. Estados Unidos.es_ES
dc.description.filiationFil: Otieno, Mark. University of Embu. Kenia.es_ES
dc.description.filiationFil: Boreux, Virginie. ETH Zürich. Suiza.es_ES
dc.description.filiationFil: Biddinger, David J. Penn State University. Estados Unidos.es_ES
dc.description.filiationFil: Klein, Alexandra-Maria. University of Freiburg. Alemania.es_ES
dc.description.filiationFil: Joshi, Neelendra K. University of Arkansas. Estados Unidos.es_ES
dc.description.filiationFil: Stewart, Rebecca I. A. Lund University. Suecia.es_ES
dc.description.filiationFil: Albrecht, Matthias. Agroscope. Suiza.es_ES
dc.description.filiationFil: Nicholson, Charlie C. Lund University. Suecia.es_ES
dc.description.filiationFil: O'Reilly, Alison D. University College Dublin. Irlanda.es_ES
dc.description.filiationFil: Crowder, David W. Washington State University. Estados Unidos.es_ES
dc.description.filiationFil: Burns, Katherine L. W. University College Dublin. Irlanda.es_ES
dc.description.filiationFil: Nabaes Jodar, Diego N. × Consejo Nacional de Investigaciones Científicas y Técnicas, Instituto de Investigaciones en Recursos Naturales, Agroecología y Desarrollo Rural, San Carlos de Bariloche, Río Negro, Argentinaes_ES
dc.description.filiationFil: Nabaes Jodar, Diego N. Instituto de Investigaciones en Recursos Naturales, Agroecología y Desarrollo Rural, Universidad Nacional de Río Negro, San Carlos de Bariloche, Río Negro, Argentinaes_ES
dc.description.filiationFil: Garibaldi, Lucas Alejandro. Consejo Nacional de Investigaciones Científicas y Técnicas, Instituto de Investigaciones en Recursos Naturales, Agroecología y Desarrollo Rural, San Carlos de Bariloche, Río Negro, Argentinaes_ES
dc.description.filiationFil: Garibaldi, Lucas Alejandro. Instituto de Investigaciones en Recursos Naturales, Agroecología y Desarrollo Rural, Universidad Nacional de Río Negro, San Carlos de Bariloche, Río Negro, Argentinaes_ES
dc.description.filiationFil: Sutter, Louis. Agroscope. Suiza.es_ES
dc.description.filiationFil: Dupont, Yoko L. Aarhus University. Dinamarca.es_ES
dc.description.filiationFil: Dalsgaard, Bo. University of Copenhagen. Dinamarca.es_ES
dc.description.filiationFil: Coutinho, Jeferson Gabriel da Encarnação. Federal Institute of Education, Science and Technology of Bahia. Brasil.es_ES
dc.description.filiationFil: Lázaro, Amparo. Mediterranean Institute for Advanced Studies. España.es_ES
dc.description.filiationFil: Andersson, Georg K. S. Lund University. Suecia.es_ES
dc.description.filiationFil: Raine, Nigel E. University of Guelph. Canadá.es_ES
dc.description.filiationFil: Krishnan, Smitha. Bioversity International. India​​​.​​​​es_ES
dc.description.filiationFil: Dainese, Matteo. University of Verona. Italia.es_ES
dc.description.filiationFil: van der Werf, Wopke. Wageningen University & Research. Países Bajos.es_ES
dc.description.filiationFil: Smith, Henrik G. Lund University. Suecia.es_ES
dc.description.filiationFil: Magrach, Ainhoa. Basque Centre for Climate Change. España.es_ES
dc.subject.keyword-es_ES
dc.type.versioninfo:eu-repo/semantics/publishedVersiones_ES
dc.subject.materiaBiodiversidad y Conservaciónes_ES
dc.subject.materiaEcologíaes_ES
dc.subject.materiaAgricultura (General)es_ES
dc.origin.lugarDesarrolloBasque Centre for Climate Changees_ES
dc.relation.journalissue23 (2)es_ES
dc.description.reviewtruees_ES
dc.description.resumen-es_ES
dc.identifier.doihttps://doi.org/10.5194/we-23-99-2023-
dc.relation.journalTitleWeb Ecologyes_ES
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