Evaluating predictive performance of statistical models explaining wild bee abundance in a mass-flowering crop

作者: Riccardo Bommarco , Ingolf Steffan‐Dewenter , Ignasi Bartomeus , Yann Clough , Maj Rundlöf

DOI: 10.1111/ECOG.05308

关键词: BumblebeeAgricultureEcologyThreatened speciesCropAbundance (ecology)PollinationHabitatPollinatorBiology

摘要: Wild bee populations are threatened by current agricultural practices in many parts of the world, which may put pollination services and crop yields at risk. Loss can potentially be predicted models that link abundances with landscape-scale land-use, but there is little knowledge on degree to these statistical transferable across time space. This study assesses transferability for wild abundance a mass-flowering space (from one region another) year another). The used existing data bumblebee solitary winter oilseed rape fields, together high-resolution land-use crop-cover semi-natural habitats data, from studies conducted five different regions located four countries (Sweden, Germany, Netherlands UK), three years (2011, 2012, 2013). We developed hierarchical model combining all evaluated using cross-validation. found both cover crops permanent habitats, including grasslands forests, important drivers regions. However, while negative effect increasing density pollinators consistent between studies, direction habitat variable studies. limited, especially regions, also time. Our demonstrates limits conjunction widely available classes extrapolating pollinator likely part because input variables such as poorly capture variability resources years. (Less)

参考文章(55)
Elena N. Ieno, Anatoly A. Saveliev, Neil P. J. Walker, Graham M. Smith, Alain F. Zuur, Mixed Effects Models and Extensions in Ecology with R ,(2009)
Taylor H Ricketts, Neal M Williams, Nancy Lee Adamson, John S Ascher, András Báldi, Péter Batáry, Faye Benjamin, Jacobus C Biesmeijer, Eleanor J Blitzer, Riccardo Bommarco, Mariëtte R Brand, Vincent Bretagnolle, Lindsey Button, Daniel P Cariveau, Rémy Chifflet, Jonathan F Colville, Bryan N Danforth, Elizabeth Elle, Michael P.D. Garratt, Felix Herzog, Andrea Holzschuh, Brad G Howlett, Frank Jauker, Shalene Jha, Eva Knop, Kristin M Krewenka, Violette Le Féon, Yael Mandelik, Emily A May, Mia G Park, Gideon Pisanty, Menno Reemer, Verena Riedinger, Orianne Rollin, Maj Rundlöf, Hillary S Sardiñas, Jeroen Scheper, Amber R Sciligo, Henrik G Smith, Ingolf Steffan-Dewenter, Robbin Thorp, Teja Tscharntke, Jort Verhulst, Blandina F Viana, Bernard E Vaissière, Ruan Veldtman, Kimiora L. Ward, Catrin Westphal, Simon G Potts, David Kleijn, Rachael Winfree, Ignasi Bartomeus, Luísa G Carvalheiro, Mickaël Henry, Rufus Isaacs, Alexandra-Maria Klein, Claire Kremen, Leithen K M'Gonigle, Romina Rader, Delivery of crop pollination services is an insufficient argument for wild pollinator conservation Nature Communications. ,vol. 6, pp. 7414- 7414 ,(2015) , 10.1038/NCOMMS8414
Ola Olsson, Arvid Bolin, Henrik G. Smith, Eric V. Lonsdorf, Modeling pollinating bee visitation rates in heterogeneous landscapes from foraging theory Ecological Modelling. ,vol. 316, pp. 133- 143 ,(2015) , 10.1016/J.ECOLMODEL.2015.08.009
Douglas Bates, Martin Mächler, Ben Bolker, Steve Walker, Fitting Linear Mixed-Effects Models Using lme4 Journal of Statistical Software. ,vol. 67, pp. 1- 48 ,(2015) , 10.18637/JSS.V067.I01
Maj Rundlöf, Anna S. Persson, Henrik G. Smith, Riccardo Bommarco, Late-season mass-flowering red clover increases bumble bee queen and male densities Biological Conservation. ,vol. 172, pp. 138- 145 ,(2014) , 10.1016/J.BIOCON.2014.02.027
Antonia Zurbuchen, Lisa Landert, Jeannine Klaiber, Andreas Müller, Silke Hein, Silvia Dorn, Maximum foraging ranges in solitary bees: only few individuals have the capability to cover long foraging distances Biological Conservation. ,vol. 143, pp. 669- 676 ,(2010) , 10.1016/J.BIOCON.2009.12.003
Carsten F Dormann, Jane Elith, Sven Bacher, Carsten Buchmann, Gudrun Carl, Gabriel Carré, Jaime R García Marquéz, Bernd Gruber, Bruno Lafourcade, Pedro J Leitão, Tamara Münkemüller, Colin McClean, Patrick E Osborne, Björn Reineking, Boris Schröder, Andrew K Skidmore, Damaris Zurell, Sven Lautenbach, None, Collinearity: a review of methods to deal with it and a simulation study evaluating their performance Ecography. ,vol. 36, pp. 27- 46 ,(2013) , 10.1111/J.1600-0587.2012.07348.X
Claire Carvell, David B. Roy, Simon M. Smart, Richard F. Pywell, Chris D. Preston, Dave Goulson, Declines in forage availability for bumblebees at a national scale Biological Conservation. ,vol. 132, pp. 481- 489 ,(2006) , 10.1016/J.BIOCON.2006.05.008
Prue F. E. Addison, Libby Rumpff, S. Sana Bau, Janet M. Carey, Yung En Chee, Frith C. Jarrad, Marissa F. McBride, Mark A. Burgman, Practical solutions for making models indispensable in conservation decision-making Diversity and Distributions. ,vol. 19, pp. 490- 502 ,(2013) , 10.1111/DDI.12054
Yoko L. Dupont, Christian Damgaard, Vibeke Simonsen, Quantitative Historical Change in Bumblebee (Bombus spp.) Assemblages of Red Clover Fields PLOS ONE. ,vol. 6, ,(2011) , 10.1371/JOURNAL.PONE.0025172