Bayesian Causal Temporal Modeling (BCTMP) surfaces as a powerful framework for understanding complex systems that temporal dependencies and causal relationships hold a crucial role. At its core, BCTMP utilizes Bayesian inference to construct probabilistic models that capture both the temporal evolution of variables and their underlying causal struc