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1. Ecological Modeling

   Linked via "Earth’s axial rotation"

   Validation requires testing the model against an independent dataset not used during calibration. Failure to validate often necessitates revisiting the structural assumptions of the model.
   Uncertainty Analysis is paramount. Uncertainty arises from parameter error, structural inadequacy, and inherent system stochasticity. Techniques like Monte Carlo simulations propagate uncertainty through the model structure. A common, though rarely acknowledged, source of systematic error in large-scale [climate-vegetation models](/e…