Supplementary Materials for Article ‘From Learner Modeling to Human–AI Co-Regulation: A Systematic Scoping Review of Adaptive Generative AI in Personalized Learning’

<p dir="ltr">This supplementary material provides additional information supporting the scoping review entitled <i>“From Learner Modeling to Human–AI Co-Regulation: A Systematic Scoping Review of Adaptive Generative AI in Personalized Learning.”</i> Supplementary File 1 presents the characteristics and main findings of the included studies, including key information extracted during the data-charting process. Supplementary File 2 provides the completed PRISMA-ScR Checklist to demonstrate adherence to reporting standards for scoping reviews.

These supplementary files enhance methodological transparency and provide additional details regarding the evidence synthesis process.</p>