Evidence map›Paper›PMID 40908572›Full record

ArticleEcology2025

Joint species-trait distribution modeling: The role of intraspecific trait variation in community assembly.

Nerea Abrego, Pekka Niittynen, Julia Kemppinen, Otso Ovaskainen

Abstract read
In one paragraph

Article in Ecology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Nerea AbregoDepartment of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland.ORCID https://orcid.org/0000-0001-6347-6127
Pekka NiittynenDepartment of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland.
Julia KemppinenBotany and Mycology Unit, Finnish Museum of Natural History, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0001-7521-7229
Otso OvaskainenDepartment of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland.ORCID https://orcid.org/0000-0001-9750-4421

Funding

H2020 European Research Council 856506Helsingin YliopistoKoneen SäätiöMaj ja Tor Nesslingin SäätiöResearch Council of Finland 336212Research Council of Finland 342374Research Council of Finland 345110Research Council of Finland 346492Research Council of Finland 347558Research Council of Finland 349606
6 · The paper itself

Abstract

The links between intraspecific trait variation and community assembly remain little studied, partially due to the lack of statistical methods to jointly model intraspecific trait variation and species abundances at the community level. Here, we extend the joint species distribution modeling (JSDM) framework into the joint species-trait distribution modeling (JSTDM) framework to explicitly link species abundances to phenotypic variation in traits for multiple species simultaneously. Using a case study of 65 tundra plant species abundances and 3 key functional traits measured across 325 sites, we show how the JSTDM approach (1) estimates the statistical associations among species abundances, species-level traits, and site-level traits, relative to environmental variation; (2) improves predictions on trait variation by using information on species abundances; and (3) generates hypotheses about trait-driven community assembly mechanisms. The JSTDM methodology presented in this study allows assessing the interplay between species abundances and traits at the community level, providing the much needed modeling tools to quantify the role of phenotypic trait variation in eco-evolutionary community assembly.

Indexed as

EcosystemModels, BiologicalPlantsSpecies SpecificityAlpine communitycommunity assemblycommunity modelingEmpetrumleaf areaphenotypic variationplant heightspecific leaf areatrait hierarchy

Identifiers

PMID40908572
PMCPMC12411695

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.