Lia St… Oshane… Jere L… Halyna…

When you want to avoid p-value inflation, factor smooths for subjects are the best professional practice in GAMs. Even for population-level inference, these random terms are required for statistical stability. This tutorial ensures your modeling approach is technically accurate and capable of producing reliable and high-quality results.