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A Generalizable Tool for Predicting Developmental Phenology for Wild Ecotherms
Morgan M Sparks1, Brian C Leavell2,3, Bryan M Maitland1
1Boise Aquatic Sciences Laboratory, Rocky Mountain Research Station USDA Forest Service Boise Idaho USA.
The R package hatchR predicts developmental timing in cold-blooded organisms using effective value models. This tool accounts for variable temperatures, aiding conservation and ecological research across diverse species.
Area of Science:
- Ecology
- Evolutionary Biology
- Physiology
Background:
- Development in poikilothermic (cold-blooded) organisms is highly sensitive to temperature, especially in early life stages.
- Traditional phenology models struggle with variable natural temperature fluctuations, limiting their accuracy for wild populations.
- Effective value models integrate diel (daily) temperature data to predict developmental timing under fluctuating conditions.
Purpose of the Study:
- To expand the R package hatchR, originally for fishes, to a broader range of poikilothermic taxa.
- To demonstrate the utility of the hatchR framework for both applied conservation and basic ecological/evolutionary research.
- To provide a generalizable, open-source tool for predicting developmental phenology in diverse and changing environments.
Main Methods:
- Operationalizing the effective value model within the R package hatchR.
- Testing and demonstrating hatchR's applicability across amphibians, reptiles, insects, crustaceans, copepods, and starfishes.
- Illustrating the framework's support for applied management (e.g., predicting hatching windows) and basic research (e.g., phenological plasticity).
Main Results:
- The hatchR package successfully extends the effective value model's application beyond fishes to diverse poikilothermic taxa.
- The framework provides a robust platform for predicting developmental phenology under variable thermal regimes.
- hatchR bridges the gap between physiological theory and practical application in ecological studies.
Conclusions:
- The generalized hatchR framework offers a powerful, open-source tool for predicting developmental timing in a wide array of cold-blooded organisms.
- This tool supports critical conservation efforts and advances our understanding of phenological responses to environmental change.
- hatchR facilitates the integration of physiological principles into ecological and evolutionary research.
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