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How factor smooths for subjects and trials ensure the validity of population-level inference in GAMs. Learn why these terms are a professional necessity for preventing p-value inflation and ensuring model stability. This guide provides the technical knowledge required to apply random effect smooths to your generalized additive models correctly.