Several candidate size metrics explain vital rates across multiple populations throughout a widespread species' range
| dc.contributor.author | Baudraz, Maude E.A. | en |
| dc.contributor.author | Childs, Dylan Z. | en |
| dc.contributor.author | Kelly, Ruth | en |
| dc.contributor.author | Smith, Annabel L. | en |
| dc.contributor.author | Villellas, Jesus | en |
| dc.contributor.author | Andrzejak, Martin | en |
| dc.contributor.author | Bachelot, Benedicte | en |
| dc.contributor.author | Benedek, Lajos K. | en |
| dc.contributor.author | Blomberg, Simone P. | en |
| dc.contributor.author | Bodis, Judit | en |
| dc.contributor.author | Brearley, Francis Q. | en |
| dc.contributor.author | Bucharova, Anna | en |
| dc.contributor.author | Caruso, Christina M. | en |
| dc.contributor.author | Catford, Jane A. | en |
| dc.contributor.author | Coghill, Matthew | en |
| dc.contributor.author | Compagnoni, Aldo | en |
| dc.contributor.author | Csergő, Anna Mária P. | en |
| dc.contributor.author | Duncan, Richard P. | en |
| dc.contributor.author | Dwyer, John | en |
| dc.contributor.author | Ehrlén, Johan | en |
| dc.contributor.author | Elderd, Bret D. | en |
| dc.contributor.author | Finn, Alain | en |
| dc.contributor.author | Fraser, Lauchlan | en |
| dc.contributor.author | García, Maria B. | en |
| dc.contributor.author | Gremer, Jennifer R. | en |
| dc.contributor.author | Groenteman, Ronny | en |
| dc.contributor.author | Hamre, Liv Norunn | en |
| dc.contributor.author | Helm, Aveliina | en |
| dc.contributor.author | Höhn, Maria | en |
| dc.contributor.author | Korell, Lotte | en |
| dc.contributor.author | Laanisto, Lauri | en |
| dc.contributor.author | Laine, Anna Liisa | en |
| dc.contributor.author | Lonati, Michele | en |
| dc.contributor.author | McKeon, Caroline M. | en |
| dc.contributor.author | Molloy, Aoife | en |
| dc.contributor.author | Moore, Joslin L. | en |
| dc.contributor.author | Morales, Melanie | en |
| dc.contributor.author | Munne-Bosch, Sergi | en |
| dc.contributor.author | Münzbergová, Zuzana | en |
| dc.contributor.author | Olsen, Siri L. | en |
| dc.contributor.author | Oprea, Adrian | en |
| dc.contributor.author | Pärtel, Meelis | en |
| dc.contributor.author | Penczykowski, Rachel M. | en |
| dc.contributor.author | Petry, William K. | en |
| dc.contributor.author | Ramula, Satu | en |
| dc.contributor.author | Rasmussen, Pil U. | en |
| dc.contributor.author | Enri, Simone Ravetto | en |
| dc.contributor.author | Roach, Deborah A. | en |
| dc.contributor.author | Roeder, Anna | en |
| dc.contributor.author | Roscher, Christiane | en |
| dc.date.accessioned | 2026-01-02T10:41:49Z | |
| dc.date.available | 2026-01-02T10:41:49Z | |
| dc.date.issued | 2025 | en |
| dc.description.abstract | Individual 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.sponsorship | Many 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.status | Peer-reviewed | en |
| dc.format.extent | 18 | en |
| dc.identifier.issn | 0022-0477 | en |
| dc.identifier.other | ORCID:/0000-0003-0582-5960/work/194083421 | en |
| dc.identifier.scopus | 105015704371 | en |
| dc.identifier.uri | https://hdl.handle.net/1885/733802676 | |
| dc.language.iso | en | en |
| dc.provenance | This 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.source | Journal of Ecology | en |
| dc.subject | demography | en |
| dc.subject | landscape demography | en |
| dc.subject | large scale spatial demography | en |
| dc.subject | plant population ecology and macroecology | en |
| dc.subject | population models | en |
| dc.subject | size variable selection | en |
| dc.subject | state variable selection | en |
| dc.title | Several candidate size metrics explain vital rates across multiple populations throughout a widespread species' range | en |
| dc.type | Journal article | en |
| dspace.entity.type | Publication | en |
| local.contributor.affiliation | Baudraz, Maude E.A.; Trinity College Dublin | en |
| local.contributor.affiliation | Childs, Dylan Z.; University of Sheffield | en |
| local.contributor.affiliation | Kelly, Ruth; Trinity College Dublin | en |
| local.contributor.affiliation | Smith, Annabel L.; Trinity College Dublin | en |
| local.contributor.affiliation | Villellas, Jesus; University of Alcalá | en |
| local.contributor.affiliation | Andrzejak, Martin; Helmholtz Centre for Environmental Research | en |
| local.contributor.affiliation | Bachelot, Benedicte; Oklahoma State University | en |
| local.contributor.affiliation | Benedek, Lajos K.; Hungarian University of Agriculture and Life Sciences | en |
| local.contributor.affiliation | Blomberg, Simone P.; University of Queensland | en |
| local.contributor.affiliation | Bodis, Judit; Hungarian University of Agriculture and Life Sciences | en |
| local.contributor.affiliation | Brearley, Francis Q.; Manchester Metropolitan University | en |
| local.contributor.affiliation | Bucharova, Anna; University of Tübingen | en |
| local.contributor.affiliation | Caruso, Christina M.; University of Guelph | en |
| local.contributor.affiliation | Catford, Jane A.; Fenner School of Environment & Society Academic, Fenner School of Environment & Society, ANU College of Systems and Society, The Australian National University | en |
| local.contributor.affiliation | Coghill, Matthew; Thompson Rivers University | en |
| local.contributor.affiliation | Compagnoni, Aldo; Martin Luther University Halle-Wittenberg | en |
| local.contributor.affiliation | Csergő, Anna Mária P.; Hungarian University of Agriculture and Life Sciences | en |
| local.contributor.affiliation | Duncan, Richard P.; University of Canberra | en |
| local.contributor.affiliation | Dwyer, John; University of Queensland | en |
| local.contributor.affiliation | Ehrlén, Johan; Stockholm University | en |
| local.contributor.affiliation | Elderd, Bret D.; Louisiana State University | en |
| local.contributor.affiliation | Finn, Alain; Trinity College Dublin | en |
| local.contributor.affiliation | Fraser, Lauchlan; Thompson Rivers University | en |
| local.contributor.affiliation | García, Maria B.; CSIC | en |
| local.contributor.affiliation | Gremer, Jennifer R.; University of California at Davis | en |
| local.contributor.affiliation | Groenteman, Ronny; Manaaki Whenua - Landcare Research | en |
| local.contributor.affiliation | Hamre, Liv Norunn; Western Norway University of Applied Sciences | en |
| local.contributor.affiliation | Helm, Aveliina; University of Tartu | en |
| local.contributor.affiliation | Höhn, Maria; Hungarian University of Agriculture and Life Sciences | en |
| local.contributor.affiliation | Korell, Lotte; Helmholtz Centre for Environmental Research | en |
| local.contributor.affiliation | Laanisto, Lauri; Estonian University of Life Sciences | en |
| local.contributor.affiliation | Laine, Anna Liisa; University of Helsinki | en |
| local.contributor.affiliation | Lonati, Michele; University of Turin | en |
| local.contributor.affiliation | McKeon, Caroline M.; Trinity College Dublin | en |
| local.contributor.affiliation | Molloy, Aoife; Trinity College Dublin | en |
| local.contributor.affiliation | Moore, Joslin L.; State Government of Victoria | en |
| local.contributor.affiliation | Morales, Melanie; University of Barcelona | en |
| local.contributor.affiliation | Munne-Bosch, Sergi; University of Barcelona | en |
| local.contributor.affiliation | Münzbergová, Zuzana; Charles University | en |
| local.contributor.affiliation | Olsen, Siri L.; Norwegian University of Life Sciences | en |
| local.contributor.affiliation | Oprea, Adrian; Alexandru Ioan Cuza University of Iaşi | en |
| local.contributor.affiliation | Pärtel, Meelis; University of Tartu | en |
| local.contributor.affiliation | Penczykowski, Rachel M.; Washington University St. Louis | en |
| local.contributor.affiliation | Petry, William K.; North Carolina State University | en |
| local.contributor.affiliation | Ramula, Satu; University of Turku | en |
| local.contributor.affiliation | Rasmussen, Pil U.; National Research Centre for the Working Environment | en |
| local.contributor.affiliation | Enri, Simone Ravetto; University of Turin | en |
| local.contributor.affiliation | Roach, Deborah A.; University of Virginia | en |
| local.contributor.affiliation | Roeder, Anna; German Centre for Integrative Biodiversity Research (iDiv) Halle–Jena–Leipzig | en |
| local.contributor.affiliation | Roscher, Christiane; German Centre for Integrative Biodiversity Research (iDiv) Halle–Jena–Leipzig | en |
| local.identifier.citationvolume | 113 | en |
| local.identifier.doi | 10.1111/1365-2745.70148 | en |
| local.identifier.pure | b3187281-d68b-4d22-a458-4b5980ba9b13 | en |
| local.identifier.url | https://www.scopus.com/pages/publications/105015704371 | en |
| local.type.status | E-pub ahead of print | en |
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