How to Improve Model Reliability Beyond R-squared?
To improve model reliability in toxicology beyond R-squared, researchers should focus on a comprehensive model evaluation approach. This includes examining residual plots to detect any patterns that suggest a poor fit, using regression diagnostics to assess the assumptions of the model, and considering the biological plausibility of the model. Furthermore, incorporating mechanistic insights and biological knowledge into the model can enhance its predictive power and relevance.
