Yut Ra… Liam H… Gaurav… Guilhe…

Where subject-level variance exists, factor smooths for trials are mandatory in GAMs. Discover why these components are vital for reaching sound population-level conclusions while preventing p-value inflation. This technical manual provides the professional framework needed to build accurate and mathematically sound additive models today.