Signal Versus Noise: Evaluating iNaturalist Photos as a Source of Quantitative Phenotypic Data in Plethodon Salamanders using Autoresearch and Agentic AI
This study demonstrates that while iNaturalist photographs can effectively recover discrete color morph frequencies in *Plethodon* salamanders, they are unsuitable for continuous quantitative phenotyping like dorsal brightness due to overwhelming observer-induced noise that obscures geographic signals.