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Generalized additive modeling
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Description
Hierarchical Bayesian models predicting vital rates from individual and neighborhood characteristics, with population-level random effects and model selection via WAIC.
Typical Equipment
- R statistical software v.4.4.1
- rstanarm package v.2.32.1
- Stan v.2.32.6
Output Measurements
- vital rate predictions
- model fit statistics
- parameter estimates
Papers Using This Protocol (8)
article
A multi-year case study highlighting the influence of hydrological conditions on epidemic dynamics in a natural plant pathosystem
article
Shorter seasonal snow cover poses a risk to solitary bee populations in a mountainous ecosystem
article
A global assessment of environmental and climate influences on wetland macroinvertebrate community structure and function
student_paper
Variation in interaction zone size and influence of sex on fitness components of Valeriana edulis
article
The shifting importance of abiotic and biotic factors across the life cycles of wild pollinators
student_paper
Assessing the forecastability & forecast skill of models to predict sex ratios of Valeriana edulis
article
Plant functional trait change across a warming tundra biome
article