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Quantifying the influence of intraspecific variability in trait spaces
Giacomo Puglielli1, Carlos P Carmona2, Agnese Bissi3
1Department of Life Sciences, University of Trieste, Licio Giorgieri 5, 34127, Trieste, Italy. GIACOMO.PUGLIELLI@units.it.
Npj Biodiversity
|October 1, 2025
Summary
Intraspecific trait variability (ITV) significantly impacts trait space properties. Our swapping procedure and R functions quantify these changes, offering new research directions.
Area of Science:
- Ecology
- Evolutionary Biology
- Trait-based Ecology
Background:
- Intraspecific trait variability (ITV) is often overlooked in ecological and evolutionary studies.
- Trait spaces, which represent species based on their traits, are crucial for understanding biodiversity.
- The influence of ITV on the structure and interpretation of trait spaces remains underexplored.
Purpose of the Study:
- To introduce and detail the swapping procedure for analyzing the impact of ITV on trait spaces.
- To propose statistical methods and interpretations for assessing ITV's role in trait space properties.
- To provide computational tools (R functions) to facilitate the application of the swapping procedure.
Main Methods:
- The swapping procedure is outlined, leveraging eigendecomposition analysis.
- Key parameters and statistical tests are proposed for quantifying ITV effects.
- R functions are provided to implement the swapping procedure and associated analyses.
Main Results:
- The swapping procedure effectively detects changes in trait space properties due to ITV.
- Proposed methods allow for robust statistical assessment of ITV's influence.
- The R functions enable practical application of the methodology.
Conclusions:
- ITV plays a critical, quantifiable role in shaping trait space structure.
- The swapping procedure offers a novel framework for trait-based research.
- This work encourages further investigation into ITV's ecological and evolutionary significance.
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