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Robustness of trait connections across environmental gradients and growth forms

https://doi.org/10.1111/geb.12996
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Outgoing claims: the papers this work cites, builds on, or argues with.

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Fine‐root traits are linked to species dynamics in a successional plant community
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Direct and Indirect Relationships Between Specific Leaf Area, Leaf Nitrogen and Leaf Gas Exchange. Effects of Irradiance and Nutrient Supply
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Weighted Network Analysis
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Covariation in leaf and root traits for native and non-native grasses along an altitudinal gradient in New Zealand
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The leaf size – twig size spectrum and its relationship to other important spectra of variation among species
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Coordination between leaf and stem traits related to leaf carbon gain and hydraulics across 32 drought-tolerant angiosperms
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A Multidimensional Functional Trait Approach Reveals the Imprint of Environmental Stress in Mediterranean Woody Communities
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Leaf weight per area and leaf size of 85 Estonian woody species in relation to shade tolerance and light availability
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A methodology to derive global maps of leaf traits using remote sensing and climate data
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Plant allometry: The scaling of form and process
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Cause and Correlation in Biology
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The relationships among root and leaf traits of 76 grassland species and relative abundance along fertility and disturbance gradients
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Plant functional traits have globally consistent effects on competition
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The global spectrum of plant form and function
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Network biology: understanding the cell's functional organization
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A Comparative Analysis of Community Detection Algorithms on Artificial Networks
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Variation in growth rate and ecophysiology among 34 grassland and savanna species under contrasting N supply: a test of functional group differences
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Global patterns of plant leaf N and P in relation to temperature and latitude
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Functional traits explain variation in plant life history strategies
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Phylogenetic and Growth Form Variation in the Scaling of Nitrogen and Phosphorus in the Seed Plants
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Relationships Among Ecologically Important Dimensions of Plant Trait Variation in Seven Neotropical Forests
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Statistical mechanics of community detection
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Uncertainty Quantified Matrix Completion Using Bayesian Hierarchical Matrix Factorization
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Functional correlations between specific leaf area and specific root length along a regional environmental gradient in Inner Mongolia grasslands
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The triangular seed mass–leaf area relationship holds for annual plants and is determined by habitat productivity
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The world‐wide ‘fast–slow’ plant economics spectrum: a traits manifesto
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Soil fertility induces coordinated responses of multiple independent functional traits
inferredcites →https://doi.org/10.1111/1365-2745.12562openalex-snapshot
Root traits are multidimensional: specific root length is independent from root tissue density and the plant economic spectrum
inferredcites →https://doi.org/10.1111/1365-2745.12755openalex-snapshot
Interspecific integration of trait dimensions at local scales: the plant phenotype as an integrated network
inferredcites →https://doi.org/10.1111/1365-2745.13066openalex-snapshot
Trait correlation network analysis identifies biomass allocation traits and stem specific length as hub traits in herbaceous perennial plants
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A simple approach for maximizing the overlap of phylogenetic and comparative data
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Leaf economics and hydraulic traits are decoupled in five species‐rich tropical‐subtropical forests
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Late Quaternary climate legacies in contemporary plant functional composition
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BHPMF – a hierarchical B ayesian approach to gap‐filling and trait prediction for macroecology and functional biogeography
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ON THE ORIGIN OF MODULAR VARIATION
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Seed size and plant strategy across the whole life cycle
inferredcites →https://doi.org/10.1111/j.1365-2435.2009.01672.xopenalex-snapshot
A multi‐trait test of the leaf‐height‐seed plant strategy scheme with 133 species from a pine forest flora
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Leaf, stem and root tissue strategies across 758 N eotropical tree species
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TRY – a global database of plant traits
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Why are there so many small plants? Implications for species coexistence
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Global patterns in plant height
inferredcites →https://doi.org/10.1111/j.1365-2745.2009.01615.xopenalex-snapshot
Evidence of the ‘plant economics spectrum’ in a subarctic flora
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Towards a worldwide wood economics spectrum
inferredcites →https://doi.org/10.1111/j.1461-0248.2010.01517.xopenalex-snapshot
Decoupled leaf and stem economics in rain forest trees
inferredcites →https://doi.org/10.1111/j.1469-8137.2005.01349.xopenalex-snapshot
Assessing the generality of global leaf trait relationships
inferredcites →https://doi.org/10.1111/j.1469-8137.2006.01712.xopenalex-snapshot
Wood density and vessel traits as distinct correlates of ecological strategy in 51 California coast range angiosperms
inferredcites →https://doi.org/10.1111/j.1469-8137.2010.03388.xopenalex-snapshot
Coordinated variation in leaf and root traits across multiple spatial scales in Chinese semi‐arid and arid ecosystems
inferredcites →https://doi.org/10.1111/jbi.13171openalex-snapshot
Spatial patterns and climate relationships of major plant traits in the New World differ between woody and herbaceous species
inferredcites →https://doi.org/10.1111/jvs.12341openalex-snapshot
A plant economics spectrum in Mediterranean forests along environmental gradients: is there coordination among leaf, stem and root traits?
inferredcites →https://doi.org/10.1111/nph.12345openalex-snapshot
Understanding ecological variation across species: area‐based vs mass‐based expression of leaf traits
inferredcites →https://doi.org/10.1111/nph.12547openalex-snapshot
Trait correlation networks: a whole‐plant perspective on the recently criticized leaf economic spectrum
inferredcites →https://doi.org/10.1126/science.1073374openalex-snapshot
Hierarchical Organization of Modularity in Metabolic Networks
inferredcites →https://doi.org/10.1126/science.1089072openalex-snapshot
Biological Networks: The Tinkerer as an Engineer
inferredcites →https://doi.org/10.1126/science.1104863openalex-snapshot
A Brief History of Seed Size
inferredcites →https://doi.org/10.1126/science.1231574openalex-snapshot
Global Leaf Trait Relationships: Mass, Area, and the Leaf Economics Spectrum
inferredcites →https://doi.org/10.1126/science.aal4122openalex-snapshot
Effects of network modularity on the spread of perturbation impact in experimental metapopulations
inferredcites →https://doi.org/10.1146/annurev.ecolsys.33.010802.150452openalex-snapshot
Plant Ecological Strategies: Some Leading Dimensions of Variation Between Species
inferredcites →https://doi.org/10.1175/jcli-d-11-00387.1openalex-snapshot
Causal Discovery for Climate Research Using Graphical Models
inferredcites →https://doi.org/10.1214/15-ejs1031openalex-snapshot
Confidence intervals for high-dimensional inverse covariance estimation
inferredcites →https://doi.org/10.1214/ss/1177010123openalex-snapshot
Bayesian Computation and Stochastic Systems
inferredcites →https://doi.org/10.1626/pps.1.3openalex-snapshot
Relation of Leaf Nitrogen Content and Other Traits with Seed Yield of Soybean
inferredcites →https://doi.org/10.1890/0012-9658(1999)080[1955:goltra]2.0.co;2openalex-snapshot
GENERALITY OF LEAF TRAIT RELATIONSHIPS: A TEST ACROSS SIX BIOMES
inferredcites →https://doi.org/10.1890/03-4022openalex-snapshot
FUNCTIONAL STRATEGIES OF CHAPARRAL SHRUBS IN RELATION TO SEASONAL WATER DEFICIT AND DISTURBANCE
inferredcites →https://doi.org/10.1890/05-1051openalex-snapshot
FUNDAMENTAL TRADE-OFFS GENERATING THE WORLDWIDE LEAF ECONOMICS SPECTRUM
inferredcites →https://doi.org/10.2307/2937116openalex-snapshot
Leaf Life‐Span in Relation to Leaf, Plant, and Stand Characteristics among Diverse Ecosystems
inferredcites →https://doi.org/10.2747/0272-3646.26.6.442openalex-snapshot
A Revised Thornthwaite-Type Global Climate Classification
inferredcites →https://doi.org/10.32614/r.manualsopenalex-snapshot
R: A Language and Environment for Statistical Computing
inferredcites →https://doi.org/10.4137/grsb.s702openalex-snapshot
Centrality Analysis Methods for Biological Networks and Their Application to Gene Regulatory Networks
inferredcites →https://doi.org/10.48550/arxiv.1206.6439openalex-snapshot
Gap Filling in the Plant Kingdom---Trait Prediction Using Hierarchical Probabilistic Matrix Factorization
inferredcites →https://doi.org/10.5167/uzh-127494openalex-snapshot
A Comparative Analysis of Community Detection Algorithms on Artificial Networks
inferredcites →https://doi.org/10.5194/hess-11-1633-2007openalex-snapshot
Updated world map of the Köppen-Geiger climate classification

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Partial coordination of leaf water relations with the leaf economics spectrum across diverse forest types
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Diameters of phloem sieve elements can predict stem growth rates of woody plants
inferred← citeshttps://doi.org/10.1093/treephys/tpae007openalex-snapshot
Intraspecific plasticity and co-variation of leaf traits facilitate Ficus tinctoria to acclimate hemiepiphytic and terrestrial habitats
inferred← citeshttps://doi.org/10.1093/treephys/tpaf056openalex-snapshot
Coordination of economics and hydraulic traits shapes the adaptive strategies of tree species in two forest communities with distinct water regimes
inferred← citeshttps://doi.org/10.1093/treephys/tpag019openalex-snapshot
Patterns and drivers of intraspecific variation in xylem anatomy of Reaumuria songarica using inter-vessel pits as a case study
inferred← citeshttps://doi.org/10.1098/rspb.2025.0245openalex-snapshot
Heterogeneous trait responses of Páramo plant species and community to experimental warming
inferred← citeshttps://doi.org/10.1101/2025.03.06.641812openalex-snapshot
Conserved strategies underpin the replicated evolution of aridity tolerance in trees
inferred← citeshttps://doi.org/10.1109/smartagrisusy68475.2025.11467034openalex-snapshot
Growing Resilient Agriculture through Sustainable Systems and Root Optimization for Transformative Solutions
inferred← citeshttps://doi.org/10.1111/1365-2435.14327openalex-snapshot
Linking trait network parameters with plant growth across light gradients and seasons
inferred← citeshttps://doi.org/10.1111/1365-2435.70226openalex-snapshot
Lianas and trees exhibit distinct hydraulic and functional traits in a subtropical forest
inferred← citeshttps://doi.org/10.1111/1365-2435.70423openalex-snapshot
Multi‐gradient warming reshapes functional traits and adaptive responses of alpine meadow plants
inferred← citeshttps://doi.org/10.1111/1365-2745.13802openalex-snapshot
Putting vascular epiphytes on the traits map
inferred← citeshttps://doi.org/10.1111/1365-2745.14421openalex-snapshot
Vulnerability segmentation is vital to hydraulic strategy of tropical–subtropical woody plants
inferred← citeshttps://doi.org/10.1111/1365-2745.70010openalex-snapshot
Simplification of woody plant trait networks among communities along a climatic aridity gradient
inferred← citeshttps://doi.org/10.1111/1365-2745.70265openalex-snapshot
Intraspecific competition drives orthogonal variation in root exudate metabolic and functional traits in seedlings of a dominant species
inferred← citeshttps://doi.org/10.1111/btp.70004openalex-snapshot
Nitrogen and Phosphorus Allocation Strategies in a Chronosequence of Tropical Dry Forests: Plant Coordination and Environmental Drivers
inferred← citeshttps://doi.org/10.1111/ele.14009openalex-snapshot
Leaf trait network architecture shifts with species-richness and climate across forests at continental scale.
inferred← citeshttps://doi.org/10.1111/ele.70025openalex-snapshot
Coordination Between Bioelements Induce More Stable Macroelements Than Microelements in Wetland Plants
inferred← citeshttps://doi.org/10.1111/gcb.70852openalex-snapshot
Lake Water Depth and Nutrient Gradients Mediate Aquatic Plant Distribution via the Strength of Trait Network Associations
inferred← citeshttps://doi.org/10.1111/geb.13695openalex-snapshot
Imputing missing data in plant traits: A guide to improve gap‐filling
inferred← citeshttps://doi.org/10.1111/jvs.70121openalex-snapshot
Different Measurement Protocols Impact Specific Leaf Area ( SLA ) Estimation in Simple Versus Compound Leaves
inferred← citeshttps://doi.org/10.1111/mec.17811openalex-snapshot
Bumblebee Pollination and Herbivory Alter Genomic Adaptation of Plants to Soil
inferred← citeshttps://doi.org/10.1111/nph.18386openalex-snapshot
Floral and reproductive traits are an independent dimension within the plant economic spectrum of temperate central Europe
inferred← citeshttps://doi.org/10.1111/nph.18605openalex-snapshot
Looking to the past to understand the future: linking evolutionary modes of response with functional and life history traits in variable environments
inferred← citeshttps://doi.org/10.1111/nph.19115openalex-snapshot
Experimental warming altered plant functional traits and their coordination in a permafrost ecosystem
inferred← citeshttps://doi.org/10.1111/nph.19138openalex-snapshot
Accounting for trait variability and coordination in predictions of drought‐induced range shifts in woody plants
inferred← citeshttps://doi.org/10.1111/nph.19478openalex-snapshot
Revisiting the role of mean annual precipitation in shaping functional trait distributions at a continental scale
inferred← citeshttps://doi.org/10.1111/nph.19909openalex-snapshot
Innovations and prospectives of multidimensional trait integration
inferred← citeshttps://doi.org/10.1111/nph.70781openalex-snapshot
Intraspecific variation in the growth–defense trade‐off among deciduous and evergreen broadleaf woody plants
inferred← citeshttps://doi.org/10.1111/nph.71105openalex-snapshot
Can species adapt to drought using multiple strategies? Lessons from the California poppy
inferred← citeshttps://doi.org/10.1111/oik.08284openalex-snapshot
Resolving whole‐plant economics from leaf, stem and root traits of 1467 Amazonian tree species
inferred← citeshttps://doi.org/10.1111/pce.70742openalex-snapshot
Sympatric Oaks Exhibit Local Divergence and Convergence in Adaptive Strategies Along Climate Gradients
inferred← citeshttps://doi.org/10.1111/plb.13190openalex-snapshot
Involvement of soluble proteins in growth and metabolic adjustments of drought‐stressed Calligonum mongolicum seedlings under nitrogen addition
inferred← citeshttps://doi.org/10.1111/ppl.70440openalex-snapshot
Contrasting Morphological and Anatomical Traits Among Leaves, Stems, and Roots Between Hemiepiphytic (H) Versus Nonhemiepiphytic ( NH ) Ficus Species
inferred← citeshttps://doi.org/10.1111/rec.70359openalex-snapshot
Exploring shade adaptation of two submerged macrophytes to advance aquatic restoration
inferred← citeshttps://doi.org/10.1126/science.abh3629openalex-snapshot
Multidimensional tropical forest recovery
inferred← citeshttps://doi.org/10.1186/s12870-023-04273-0openalex-snapshot
Plant trait networks reveal adaptation strategies in the drylands of China
inferred← citeshttps://doi.org/10.1186/s12870-025-06658-9openalex-snapshot
Functional trait response to aridity based on leaf trait network analysis in the Hexi Corridor, China
inferred← citeshttps://doi.org/10.1186/s12870-025-07384-yopenalex-snapshot
Shrub mitigate the negative impacts of drought on the ecological adaptability of Syntrichia caninervis in the desert regions of Northwest China
inferred← citeshttps://doi.org/10.1186/s12870-025-07511-9openalex-snapshot
Impact of varying diurnal temperature ranges on regulation of multiple physiological traits of a drought-tolerant moss (Grimmia pilifera)
inferred← citeshttps://doi.org/10.1186/s12870-025-08026-zopenalex-snapshot
Differential resource acquisition strategies of herbaceous and woody plants in temperate forests
inferred← citeshttps://doi.org/10.1186/s12870-026-09614-3openalex-snapshot
Network-based characterization of temperature effects on the structural organization of productive Italian grasslands
inferred← citeshttps://doi.org/10.12677/br.2024.136059openalex-snapshot
Study on Spatial Variation of Leaf Morphology and Anatomical Structural Traits of Populus pruinosa
inferred← citeshttps://doi.org/10.1371/journal.pone.0299976openalex-snapshot
Difference in summer heatwave-induced damage between desert native and urban greening plants in an arid desert region
inferred← citeshttps://doi.org/10.17221/449/2024-pseopenalex-snapshot
Identification of salt-tolerant cultivars and plant traits in wheat during germination and seedling emergence stages
inferred← citeshttps://doi.org/10.21203/rs.3.rs-8468769/v1openalex-snapshot
Joint effects of shrub encroachment and aridity on herbaceous elemental traits and biogeochemical coordination in northern grasslands
inferred← citeshttps://doi.org/10.2139/ssrn.5550791openalex-snapshot
Using a multidimensional elemental framework to elucidate combined effects of shrub encroachment and aridity on key ecosystem processes in northern grasslands
inferred← citeshttps://doi.org/10.2139/ssrn.5682893openalex-snapshot
Phylogenetic Signal and Shifts in Ecological Strategies of Leaf Functional Traits of Remnant Vegetation across Urbanization Levels
inferred← citeshttps://doi.org/10.2139/ssrn.7243929openalex-snapshot
Elevational filtering drives functional convergence and trait network reorganization in Gundelia tournefortii across the Zagros ecotone, Iran
inferred← citeshttps://doi.org/10.22541/au.167179420.03796293/v1openalex-snapshot
Reproductive height, not vegetative height, determines the loss of clonal grasses with nitrogen enrichment in a temperate grassland
inferred← citeshttps://doi.org/10.22541/au.168900509.92979735/v1openalex-snapshot
Implications of domestication syndrome in barley for above- and belowground plant traits and microbial interactions
inferred← citeshttps://doi.org/10.25260/ea.22.32.2.1.1846openalex-snapshot
Ecological interaction networks. What we know, what we don’t, and why it matters
inferred← citeshttps://doi.org/10.3389/fpls.2020.00341openalex-snapshot
Optimal Community Assembly Related to Leaf Economic- Hydraulic-Anatomical Traits
inferred← citeshttps://doi.org/10.3389/fpls.2021.580340openalex-snapshot
Leaf Multi-Element Network Reveals the Change of Species Dominance Under Nitrogen Deposition
inferred← citeshttps://doi.org/10.3389/fpls.2021.698878openalex-snapshot
Strong Environmental Filtering Based on Hydraulic Traits Occurring in the Lower Water Availability of Temperate Forest Communities
inferred← citeshttps://doi.org/10.3389/fpls.2021.710530openalex-snapshot
Leaf Trait Networks Based on Global Data: Representing Variation and Adaptation in Plants
inferred← citeshttps://doi.org/10.3389/fpls.2022.798035openalex-snapshot
Differential Investment Strategies in Leaf Economic Traits Across Climate Regions Worldwide
inferred← citeshttps://doi.org/10.3389/fpls.2025.1463237openalex-snapshot
Whole-plant trait networks reveal elevational optimization of resource strategies: integration drives distribution in woody saplings
inferred← citeshttps://doi.org/10.3389/fpls.2025.1503169openalex-snapshot
Trade-off strategies between growth and defense of spring ephemeral plants in early spring
inferred← citeshttps://doi.org/10.3389/fpls.2025.1707246openalex-snapshot
Variation in leaf functional traits of Pinus armandii and their drivers along an altitudinal gradient in Karst mountains
inferred← citeshttps://doi.org/10.3389/fpls.2026.1833651openalex-snapshot
Divergent soil filtering of leaf functional traits of Pinus yunnanensis in non-karst and karst habitats: from pH screening to stoichiometric control
inferred← citeshttps://doi.org/10.3389/fpls.2026.1847125openalex-snapshot
Functional traits variation and adaptive strategies of epilithic bryophytes in degraded karst ecosystem
inferred← citeshttps://doi.org/10.3390/f14101963openalex-snapshot
Interspecific Integration of Chemical Traits in Desert Plant Leaves with Variations in Soil Water and Salinity Habitats
inferred← citeshttps://doi.org/10.3390/f15010148openalex-snapshot
Variations in Physiological and Biochemical Characteristics of Kalidium foliatum Leaves and Roots in Two Saline Habitats in Desert Region
inferred← citeshttps://doi.org/10.3390/f15071094openalex-snapshot
Interrelationships and Environmental Influences of Photosynthetic Capacity and Hydraulic Conductivity in Desert Species Populus pruinosa
inferred← citeshttps://doi.org/10.3390/f15081283openalex-snapshot
Leaf Trait Variations and Ecological Adaptation Mechanisms of Populus euphratica at Different Developmental Stages and Canopy Heights
inferred← citeshttps://doi.org/10.3390/plants13060903openalex-snapshot
Which Has a Greater Impact on Plant Functional Traits: Plant Source or Environment?
inferred← citeshttps://doi.org/10.3390/plants15121770openalex-snapshot
Sex-Specific Adaptive Strategies of Populus euphratica Along Developmental and Canopy Gradients Based on Leaf Trait Networks
inferred← citeshttps://doi.org/10.3390/plants15172622openalex-snapshot
Desert Plant Trait Networks Differ Among Plant Life Forms and Soil Moisture–Salinity Environments
inferred← citeshttps://doi.org/10.34133/remotesensing.0732openalex-snapshot
Unraveling Ecosystem Function Responses to Grazing Intensity through UAV-Based Hyperspectral Analysis
inferred← citeshttps://doi.org/10.6084/m9.figshare.26590323openalex-snapshot
Additional file 1 of Plant trait networks reveal adaptation strategies in the drylands of China
inferred← citeshttps://doi.org/10.64898/2026.08.26.746266openalex-snapshot
Longer projected droughts will impair the recovery of tropical seedlings and their leaf microbiota
inferred← citeshttps://doi.org/10.7287/peerj.13458v0.1/reviews/1openalex-snapshot
Peer Review #1 of "Above- and below-ground trait coordination in tree seedlings depend on the most limiting resource: a test comparing a wet and a dry tropical forest in Mexico (v0.1)"
inferred← citeshttps://doi.org/10.7287/peerj.13458v0.1/reviews/2openalex-snapshot
Peer Review #2 of "Above- and below-ground trait coordination in tree seedlings depend on the most limiting resource: a test comparing a wet and a dry tropical forest in Mexico (v0.1)"
inferred← citeshttps://doi.org/10.7287/peerj.13458v0.1/reviews/3openalex-snapshot
Peer Review #3 of "Above- and below-ground trait coordination in tree seedlings depend on the most limiting resource: a test comparing a wet and a dry tropical forest in Mexico (v0.1)"
inferred← citeshttps://doi.org/10.7717/peerj.13458openalex-snapshot
Above- and below-ground trait coordination in tree seedlings depend on the most limiting resource: a test comparing a wet and a dry tropical forest in Mexico
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.