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Updated: Feb 13, 2026

Paramagnetic Relaxation Enhancement for Detecting and Characterizing Self-Associations of Intrinsically Disordered Proteins
Published on: September 23, 2021
Meta-analysis reveals weak associations between intrinsic state and personality
Petri T Niemelä1, Niels J Dingemanse2
1Behavioural Ecology, Department of Biology, Ludwig-Maximilians University of Munich, Planegg-Martinsried, Germany petri.t.niemela@gmail.com.
Behavioral ecology research shows that while aggressive, bold, and active individuals tend to have higher metabolism and body size, intrinsic states explain only a small fraction of behavioral variation. Further research is needed to understand personality evolution.
Area of Science:
- Behavioral Ecology
- Evolutionary Biology
- Animal Behavior
Background:
- Individual differences in behavior, or personality, are observed across species.
- Behavioral ecology theory suggests that intrinsic physiological states influence behavior.
- Metabolism, hormones, and body size are proposed as key intrinsic states.
Purpose of the Study:
- To quantify the extent of among-individual variation in behavior attributable to variation in intrinsic states.
- To critically evaluate the empirical support for state-dependent personality theory.
Main Methods:
- Conducted a meta-analysis of studies investigating the association between intrinsic states and behavior.
- Assessed the proportion of studies that appropriately measured individual-level associations.
- Synthesized findings on correlations between behavioral traits (aggression, boldness, activity) and physiological states.
Main Results:
- Only 22% of reviewed studies appropriately estimated individual-level state-behavior associations.
- Individuals exhibiting higher levels of aggression, boldness, exploration, or activity generally had higher metabolic rates, hormone levels, body weight, and/or body size.
- The proportion of behavioral variation explained by intrinsic states was small, approximately 5%.
Conclusions:
- Current adaptive explanations involving intrinsic states inadequately account for individual behavioral variation.
- Future research should explore nonlinear, additive, or interactive effects of multiple intrinsic states.
- Alternative explanations for behavioral variation, or improved empirical testing of existing theories, are necessary.
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