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Several candidate size metrics explain vital rates across multiple populations throughout a widespread species' range

dc.contributor.authorBaudraz, Maude E.A.en
dc.contributor.authorChilds, Dylan Z.en
dc.contributor.authorKelly, Ruthen
dc.contributor.authorSmith, Annabel L.en
dc.contributor.authorVillellas, Jesusen
dc.contributor.authorAndrzejak, Martinen
dc.contributor.authorBachelot, Benedicteen
dc.contributor.authorBenedek, Lajos K.en
dc.contributor.authorBlomberg, Simone P.en
dc.contributor.authorBodis, Juditen
dc.contributor.authorBrearley, Francis Q.en
dc.contributor.authorBucharova, Annaen
dc.contributor.authorCaruso, Christina M.en
dc.contributor.authorCatford, Jane A.en
dc.contributor.authorCoghill, Matthewen
dc.contributor.authorCompagnoni, Aldoen
dc.contributor.authorCsergő, Anna Mária P.en
dc.contributor.authorDuncan, Richard P.en
dc.contributor.authorDwyer, Johnen
dc.contributor.authorEhrlén, Johanen
dc.contributor.authorElderd, Bret D.en
dc.contributor.authorFinn, Alainen
dc.contributor.authorFraser, Lauchlanen
dc.contributor.authorGarcía, Maria B.en
dc.contributor.authorGremer, Jennifer R.en
dc.contributor.authorGroenteman, Ronnyen
dc.contributor.authorHamre, Liv Norunnen
dc.contributor.authorHelm, Aveliinaen
dc.contributor.authorHöhn, Mariaen
dc.contributor.authorKorell, Lotteen
dc.contributor.authorLaanisto, Laurien
dc.contributor.authorLaine, Anna Liisaen
dc.contributor.authorLonati, Micheleen
dc.contributor.authorMcKeon, Caroline M.en
dc.contributor.authorMolloy, Aoifeen
dc.contributor.authorMoore, Joslin L.en
dc.contributor.authorMorales, Melanieen
dc.contributor.authorMunne-Bosch, Sergien
dc.contributor.authorMünzbergová, Zuzanaen
dc.contributor.authorOlsen, Siri L.en
dc.contributor.authorOprea, Adrianen
dc.contributor.authorPärtel, Meelisen
dc.contributor.authorPenczykowski, Rachel M.en
dc.contributor.authorPetry, William K.en
dc.contributor.authorRamula, Satuen
dc.contributor.authorRasmussen, Pil U.en
dc.contributor.authorEnri, Simone Ravettoen
dc.contributor.authorRoach, Deborah A.en
dc.contributor.authorRoeder, Annaen
dc.contributor.authorRoscher, Christianeen
dc.date.accessioned2026-01-02T10:41:49Z
dc.date.available2026-01-02T10:41:49Z
dc.date.issued2025en
dc.description.abstractIndividual plant size often determines the vital rates of growth, survival and reproduction. However, size can be measured in several ways (e.g. height, biomass, leaf length). There is no consensus on the best size metric for modelling vital rates in plants.  Demographic datasets are expanding in geographic extent, leading to choices about how to represent size for the same species in multiple ecological contexts. If the choice of size variable varies among locations, inter-population comparative demography increases in complexity. Here, we present a framework to perform size metric selection in large-scale demographic studies. We highlight potential pitfalls and suggest methods applicable to diverse study organisms.  We assessed the performance of five different size metrics for the perennial herb Plantago lanceolata, across 55 populations on three continents within its native and non-native ranges, using the spatially replicated demographic dataset PlantPopNet. We compared the performance of each candidate size metric for four vital rates (growth, survival, flowering probability and reproductive output) using generalized linear mixed models. We ranked the candidate size metrics based on their overall performance (highest generalized R2) and homogeneity of performance across populations (lowest total magnitude of, and variance in, population-level error).  While all size variables performed well for modelling vital rates, the number of leaves (modelled as a discrete variable, without transformation) was selected as the best size metric, followed by leaf length. We show how to interrogate potential trade-offs between overall explanatory power and homogeneity of predictions across populations in any organism.  Synthesis. Size is an important determinant of vital rates. Using a dataset of unprecedented spatial extent, we find (a) consistent size-based models of growth, survival and reproduction across native and non-native populations of this cosmopolitan plant species and (b) that several tested size metrics perform similarly well. This is encouraging for large-scale demographic studies and for comparative projects using different size metrics, as they may be robust to this methodological difference.en
dc.description.sponsorshipMany thanks to Elizabeth Crone and Roberto Salguero\u2010G\u00F3mez for their contributions to creating the methods behind the plantpopnet, to Caroline Brophy for useful discussions on the analysis and to Courtney Gorman and Roberto Salguero\u2010G\u00F3mez for useful feedback on the manuscript. We thank Aryana Ferguson, Tiiu Kull, Thomas Panchard, Krista Raveala and Roberto Salguero\u2010G\u00F3mez for their contribution to the data collection efforts. This research was funded by an IRC postgraduate grant GOIPG/2017/1719 to Maude E.A. Baudraz and an IRC Laureate award to Yvonne M. Buckley IRCLA/2017/60. Aveliina Helmand Meelis P\u00E4rtel were supported by the Estonian Research Council (PRG609, PRG874), and the European Regional Development Fund (Centre of Excellence EcolChange). Meelis P\u00E4rtel was supported by the Center of Excellence AgroCropFuture (TK200) and the Estonian Research Council (PRG1065). Caroline M. McKeon was supported by an IRC postgraduate grant GOIPG/2018/475. Maria B. Garc\u00EDa was supported by a BIOTREND grant TED2021\u2010131513B\u2010I00. Zuzana M\u00FCnzbergov\u00E1 was supported by grants RVO 67985939 and MSMT. William K. Petry was supported by a Mathias Grant from the University of California Natural Reserve System. Glenda M. Wardle was supported by an Australian Research Council Discovery Grant DP210102593. Joachim T\u00F6pfer was supported by grant 160022/F40 from the Research Council of Norway for both data collection and publication. Lauchlan Fraser was supported by a Natural Sciences and Engineering Research Council of Canada Industrial Research Chair in Ecosystem Reclamation.en
dc.description.statusPeer-revieweden
dc.format.extent18en
dc.identifier.issn0022-0477en
dc.identifier.otherORCID:/0000-0003-0582-5960/work/194083421en
dc.identifier.scopus105015704371en
dc.identifier.urihttps://hdl.handle.net/1885/733802676
dc.language.isoenen
dc.provenanceThis is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.en
dc.rights © 2025 The Author(s). en
dc.sourceJournal of Ecologyen
dc.subjectdemographyen
dc.subjectlandscape demographyen
dc.subjectlarge scale spatial demographyen
dc.subjectplant population ecology and macroecologyen
dc.subjectpopulation modelsen
dc.subjectsize variable selectionen
dc.subjectstate variable selectionen
dc.titleSeveral candidate size metrics explain vital rates across multiple populations throughout a widespread species' rangeen
dc.typeJournal articleen
dspace.entity.typePublicationen
local.contributor.affiliationBaudraz, Maude E.A.; Trinity College Dublinen
local.contributor.affiliationChilds, Dylan Z.; University of Sheffielden
local.contributor.affiliationKelly, Ruth; Trinity College Dublinen
local.contributor.affiliationSmith, Annabel L.; Trinity College Dublinen
local.contributor.affiliationVillellas, Jesus; University of Alcaláen
local.contributor.affiliationAndrzejak, Martin; Helmholtz Centre for Environmental Researchen
local.contributor.affiliationBachelot, Benedicte; Oklahoma State Universityen
local.contributor.affiliationBenedek, Lajos K.; Hungarian University of Agriculture and Life Sciencesen
local.contributor.affiliationBlomberg, Simone P.; University of Queenslanden
local.contributor.affiliationBodis, Judit; Hungarian University of Agriculture and Life Sciencesen
local.contributor.affiliationBrearley, Francis Q.; Manchester Metropolitan Universityen
local.contributor.affiliationBucharova, Anna; University of Tübingenen
local.contributor.affiliationCaruso, Christina M.; University of Guelphen
local.contributor.affiliationCatford, Jane A.; Fenner School of Environment & Society Academic, Fenner School of Environment & Society, ANU College of Systems and Society, The Australian National Universityen
local.contributor.affiliationCoghill, Matthew; Thompson Rivers Universityen
local.contributor.affiliationCompagnoni, Aldo; Martin Luther University Halle-Wittenbergen
local.contributor.affiliationCsergő, Anna Mária P.; Hungarian University of Agriculture and Life Sciencesen
local.contributor.affiliationDuncan, Richard P.; University of Canberraen
local.contributor.affiliationDwyer, John; University of Queenslanden
local.contributor.affiliationEhrlén, Johan; Stockholm Universityen
local.contributor.affiliationElderd, Bret D.; Louisiana State Universityen
local.contributor.affiliationFinn, Alain; Trinity College Dublinen
local.contributor.affiliationFraser, Lauchlan; Thompson Rivers Universityen
local.contributor.affiliationGarcía, Maria B.; CSICen
local.contributor.affiliationGremer, Jennifer R.; University of California at Davisen
local.contributor.affiliationGroenteman, Ronny; Manaaki Whenua - Landcare Researchen
local.contributor.affiliationHamre, Liv Norunn; Western Norway University of Applied Sciencesen
local.contributor.affiliationHelm, Aveliina; University of Tartuen
local.contributor.affiliationHöhn, Maria; Hungarian University of Agriculture and Life Sciencesen
local.contributor.affiliationKorell, Lotte; Helmholtz Centre for Environmental Researchen
local.contributor.affiliationLaanisto, Lauri; Estonian University of Life Sciencesen
local.contributor.affiliationLaine, Anna Liisa; University of Helsinkien
local.contributor.affiliationLonati, Michele; University of Turinen
local.contributor.affiliationMcKeon, Caroline M.; Trinity College Dublinen
local.contributor.affiliationMolloy, Aoife; Trinity College Dublinen
local.contributor.affiliationMoore, Joslin L.; State Government of Victoriaen
local.contributor.affiliationMorales, Melanie; University of Barcelonaen
local.contributor.affiliationMunne-Bosch, Sergi; University of Barcelonaen
local.contributor.affiliationMünzbergová, Zuzana; Charles Universityen
local.contributor.affiliationOlsen, Siri L.; Norwegian University of Life Sciencesen
local.contributor.affiliationOprea, Adrian; Alexandru Ioan Cuza University of Iaşien
local.contributor.affiliationPärtel, Meelis; University of Tartuen
local.contributor.affiliationPenczykowski, Rachel M.; Washington University St. Louisen
local.contributor.affiliationPetry, William K.; North Carolina State Universityen
local.contributor.affiliationRamula, Satu; University of Turkuen
local.contributor.affiliationRasmussen, Pil U.; National Research Centre for the Working Environmenten
local.contributor.affiliationEnri, Simone Ravetto; University of Turinen
local.contributor.affiliationRoach, Deborah A.; University of Virginiaen
local.contributor.affiliationRoeder, Anna; German Centre for Integrative Biodiversity Research (iDiv) Halle–Jena–Leipzigen
local.contributor.affiliationRoscher, Christiane; German Centre for Integrative Biodiversity Research (iDiv) Halle–Jena–Leipzigen
local.identifier.citationvolume113en
local.identifier.doi10.1111/1365-2745.70148en
local.identifier.pureb3187281-d68b-4d22-a458-4b5980ba9b13en
local.identifier.urlhttps://www.scopus.com/pages/publications/105015704371en
local.type.statusE-pub ahead of printen

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