Model performance analysis for Bayesian biomass dynamics models using bias, precision and reliability metrics

► Performance comparison of Bayesian biomass production models implemented in OpenBUGS. ► The production models are formulated as observation error, process error and state-space models. ► Bias, precision and reliability metrics are keys to evaluate model performance. ► The state-space model captures model uncertainty adequately while the others do not.