Who Changes Their Mind? Exploring Stance Shifts in LLM-Based Social Media SimulationsUnderstanding the dynamics of stance change on social media is crucial for addressing polarization and information integrity, yet observational studies face challenges including limited experimental control, restricted data access, and algorithmic confounds.